{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Finding Conserved Patterns Across Two Time Series\n",
    "\n",
    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/TDAmeritrade/stumpy/main?filepath=notebooks/Tutorial_AB_Joins.ipynb)\n",
    "\n",
    "## AB-Joins\n",
    "\n",
    "This tutorial is adapted from the [Matrix Profile I](https://www.cs.ucr.edu/~eamonn/PID4481997_extend_Matrix%20Profile_I.pdf) paper and replicates Figures 9 and 10.\n",
    "\n",
    "Previously, we had introduced a concept called [time series motifs](https://stumpy.readthedocs.io/en/latest/Tutorial_STUMPY_Basics.html), which are conserved patterns found within a single time series, $T$, that can be discovered by computing its [matrix profile](https://stumpy.readthedocs.io/en/latest/Tutorial_The_Matrix_Profile.html) using STUMPY. This process of computing a matrix profile with one time series is commonly known as a \"self-join\" since the subsequences within time series $T$ are only being compared with itself. However, what do you do if you have two time series, $T_{A}$ and $T_{B}$, and you want to know if there are any subsequences in $T_{A}$ that can also be found in $T_{B}$? By extension, a motif discovery process involving two time series is often referred to as an \"AB-join\" since all of the subsequences within time series $T_{A}$ are compared to all of the subsequences in $T_{B}$. \n",
    "\n",
    "It turns out that \"self-joins\" can be trivially generalized to \"AB-joins\" and the resulting matrix profile, which annotates every subsequence in $T_{A}$ with its nearest subsequence neighbor in $T_{B}$, can be used to identify similar (or unique) subsequences across any two time series. Additionally, as long as $T_{A}$ and $T_{B}$ both have lengths that are greater than or equal to the subsequence length, $m$, there is no requirement that the two time series must be the same length. \n",
    "\n",
    "In this short tutorial we will demonstrate how to find a conserved pattern across two independent time series using STUMPY.\n",
    "\n",
    "## Getting Started\n",
    "\n",
    "Let's import the packages that we'll need to load, analyze, and plot the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import stumpy\n",
    "from stumpy import core\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from IPython.display import IFrame\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Finding Similarities in Music Using STUMPY\n",
    "\n",
    "In this tutorial we are going to analyze two songs, “Under Pressure” by Queen and David Bowie as well as “Ice Ice Baby” by Vanilla Ice. For those who are unfamiliar, in 1990, Vanilla Ice was alleged to have sampled the bass line from \"Under Pressure\" without crediting the original creators and the copyright claim was later settled out of court. Have a look at this short video and see if you can hear the similarities between the two songs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"560\"\n",
       "            height=\"315\"\n",
       "            src=\"https://www.youtube.com/embed/HAA__AW3I1M\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            \n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x1292f64b0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "IFrame(width=\"560\", height=\"315\", src=\"https://www.youtube.com/embed/HAA__AW3I1M\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The two songs certainly share some similarities! But, before we move forward, imagine if you were the judge presiding over this court case. What analysis result would you need to see in order to be convinced, beyond a shadow of a doubt, that there was wrongdoing?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the Music Data\n",
    "\n",
    "To make things easier, instead of using the raw music audio from each song, we're only going to use audio that has been pre-converted to a single frequency channel (i.e., the 2nd MFCC channel sampled at 100Hz)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of Queen dataset :  24289\n",
      "Length of Vanilla ice dataset :  23095\n"
     ]
    }
   ],
   "source": [
    "queen_df = pd.read_csv(\"https://zenodo.org/record/4294912/files/queen.csv?download=1\")\n",
    "vanilla_ice_df = pd.read_csv(\"https://zenodo.org/record/4294912/files/vanilla_ice.csv?download=1\")\n",
    "\n",
    "print(\"Length of Queen dataset : \" , queen_df.size)\n",
    "print(\"Length of Vanilla ice dataset : \" , vanilla_ice_df.size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the Audio Frequencies\n",
    "\n",
    "It was very clear in the earlier video that there are strong similarities between the two songs. However, even with this prior knowledge, it's incredibly difficult to spot the similarities (below) due to the sheer volume of the data: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, sharex=True, gridspec_kw={'hspace': 0})\n",
    "plt.suptitle('Can You Spot The Pattern?', fontsize='30')\n",
    "\n",
    "axs[0].set_title('Under Pressure', fontsize=20, y=0.8)\n",
    "axs[1].set_title('Ice Ice Baby',  fontsize=20, y=0)\n",
    "\n",
    "axs[1].set_xlabel('Time')\n",
    "\n",
    "axs[0].set_ylabel('Frequency')\n",
    "axs[1].set_ylabel('Frequency')\n",
    "\n",
    "ylim_lower = -25\n",
    "ylim_upper = 25\n",
    "axs[0].set_ylim(ylim_lower, ylim_upper)\n",
    "axs[1].set_ylim(ylim_lower, ylim_upper)\n",
    "\n",
    "axs[0].plot(queen_df['under_pressure'])\n",
    "axs[1].plot(vanilla_ice_df['ice_ice_baby'], c='orange')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Performing an AB-Join with STUMPY\n",
    "\n",
    "Fortunately, using the `stumpy.stump` function, we can quickly compute the matrix profile by performing an AB-join and this will help us easily identify and locate the similar subsequence(s) between these two songs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = 500\n",
    "queen_mp = stumpy.stump(T_A = queen_df['under_pressure'], \n",
    "                        m = m,\n",
    "                        T_B = vanilla_ice_df['ice_ice_baby'],\n",
    "                        ignore_trivial = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above, we call `stumpy.stump` by specifying our two time series `T_A = queen_df['under_pressure']` and `T_B = vanilla_ice_df['ice_ice_baby']`. Following the original published work, we use a subsequence window length of `m = 500` and, since this is not a self-join, we set `ignore_trivial = False`. The resulting matrix profile, `queen_mp`, essentially serves as an annotation for `T_A` so, for every subsequence in `T_A`, we find its closest subsequence in `T_B`. \n",
    "\n",
    "As a brief reminder of the matrix profile data structure, each row of `queen_mp` corresponds to each subsequence within `T_A`, the first column in `queen_mp` records the matrix profile value for each subsequence in `T_A` (i.e., the distance to its nearest neighbor in `T_B`), and the second column in `queen_mp` keeps track of the index location of the nearest neighbor subsequence in `T_B`.   \n",
    "\n",
    "One additional side note is that AB-joins are not symmetrical in general. That is, unlike a self-join, the order of the input time series matter. So, an AB-join will produce a different matrix profile than a BA-join (i.e., for every subsequence in `T_B`, we find its closest subsequence in `T_A`).\n",
    "\n",
    "## Visualizing the Matrix Profile\n",
    "\n",
    "Just as we've done [in the past](https://stumpy.readthedocs.io/en/latest/Tutorial_STUMPY_Basics.html), we can now look at the matrix profile, `queen_mp`, computed from our AB-join:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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yBydRGIZhGMZlaLzWWIWXvF1bEQKgV5ExDOMtcvCm9FMoJIkSMk7nv/7I7EJsDsMwzH7Bb99ajtZwDLe/utRwvxiTQwE/uleVAQAaChTgLhaolKbsiaLq5gGApo6Ip9tUiqjqPq46biiAwnU7qTqG/j19HQBgS0M7nv9sk1LijmEYppThJArDMAzDuEw4qu5EEYtJUX3HSRSGyQ8ReSHfBTpRhHFspVTpfMzwnoXYHIZhmC4PDRwv2NSAv3+0GvtSskaiaKY86Ed1eXKe19rZdboq4vEE3lq8DXszkHGiBQzbGo1+J1Zyt+08NzbhU5R++FLzmPMmDMDoAiRSOiLm369ndTkA4IqHZ+GnLy7Cg1PX5HuzGIZhPIWTKAzDMF2QtbtacNcbyyyrvBhv6YjqC4swuR1LLbC7pTpR2lnOi2HyglwBG/SXfhJFJIZkuZijhvUoxOYwDMN0ef43b7Ph7/umrMQvX10CQJ/vhQJ+rVimtQt5332wYie+/9R8HH/Ph45fQzsR1u9pkx5Tr1HYE8WMXPdxwqhe5DEfbjlrdJ63SP07ie3ckPqt31223dF7PTpjHU75w0fY0tCe/skMwzAFhJMoDMMwXZBT75+GR6avw4hfvFXoTdkvsfJEiSWEnFdqcc3VdgyTF2Q5r65AOBWAKgsap/PxLvhdGcYpX+xoxiOfrDUUMDCMWzQq5LneX7YDgN5ZUUY6UVq6UCfK9C92AQDaM0hyRCwSJYBR6oui6nBgjHz1iEGGv7tVhgx/n3Rgb8+3Qax16qv0z3780w14+XM90bijqdPRe935+jKs292K37253N2NZBiGcRlOojAMw+wHNHdE8L+5m9DYxjrD+WBPi77IFgvISCyudQZVp4ygudqOYfKDHKzpCkkVWvVM6QrfjWGy5fQ/foy73lyOR6avLfSmMF2Q5+duNt1XEQrg8n/NwnupZEoo4EdNebJDsCslUWjCPqEwFVchd8TT14Wj6vfIJEmzv+CTWlECUjdtnZREmbZql+cFFaLrfkBdJb5z4nDt/h89t1C7vbslfRKFHhNvLt6GKUu2ubiVDMMw7sJJFIZhmP2AI+56Hze/sAjn/O2TQm9Kl+f+d1fiiVkbtL8jsThmrtmNUbe+jd2p5IqoUORqO4bJD7JsSFfo1qAmxpSYw+AWw3RlFm5qKPQmMF2QjXvbTPc1tkfw6do92t+hgM/gieI04VDs0Mtmp8NOL7sCButOFE6iyMgCpLIiaY/qMtNrdjY76wLJFvE7VYT86F9XkfX7vLZwq+Hv7z01P6ftYhiG8RJOojAMw3RxVu9s0RY7m/a2d4ngYTHz1w9XG/7ujMZxxcOzDfeJCsWOKC8UGSYfyMbyXaFbQ3ynsoAxmsJjPMMwjDcM7lGV9jnUWD4aTzhOOBQ7cZIMcmr+Lst50X3BnijOkT1R/NIdqiSKky6QXNCTKIGsj/HP1u/Fjc8uMNyXSDjvdGIYhsk3nERhGIbp4szfsM/w9+5WbyfVXhKOxrFye3OhNyMjIrE4LjzsAMN9YnHdyQtFhskLctIkZlEBW0qIIFZFWQB/vuxQ7f5Y6X81hskZjsExXlAZCqR9Tijg12RbgaSkl5zIL0VooNxpEZAs52XlGUhp7ug6EmhuISdRZDkvFQ0eSzh3prrpK0IB7bYKu2P/6v/MUd7/+KcblPczDMMUGk6iMAzDdDEa242T5p+9tMjw97aGjnxujqvc/uoSnPmnjw2mhcVOJBbHgHpjmzvLeTFMfpErW7tCJ0prKolSXRbE+YcegOtPGQnAWC3MMPsrfBYwXuDE4yQU8CPg96GqLJlweXHeZoy69W1c+e/ZaV5Z3NDuk4WbGh29Rg6g00SMlem81x0UpYhPEvTyK5Iod180zvC314k7kUirCPkxsk+N9fNsCsZaLTqafvXa0tw2jmEYxiM4icIwDNPFaO4wJlHkWOH2ptJNojz72SYAwB/eWVXgLVGjWrBEYnFThZZYWHeFykSGKQVk6RG5OrYUaU0F88R4IoIq4rvtbO7A45+uZ2kUhmEYl3CSRBEG7KJg5u63VwAAPvlid0kbzbeSbb/t1SWOXmPXiSI8UeR8QCnvI68wdaLIdwC4/KjBeOT/jtD+vu7p+Z7KYmlyXsEAvjS2n83zzGudjkgMU1fu9Gzb3GRbYzu+2FFaKggMw3gHJ1EYhmE85q43lmHyA9NMHSJeka67YcOe1rxsh5eESfJh0r0fYujP3jQljwrB+t3mfRuOJgzbC+hBz65QDc8wpUB7pOslUdrCyUCTCNSJoMqHK3aiqSOCo377AW5/dSl+/L+FBdtGhmGYrsIjn6x1NJcPBZIhlpryoOmxm55b4PZm5Q16HXWanJe7Tej+E4+J/SVoyVLOK5FI4PON+3DbK0vQ6LGUVb7xSUkT2RNFcPJBvbXbbeEYFm521jGUDfT38/t9ln5BqmPl+qc/xzce/czyvXvVmD1eCkEikcCxd3+I0//4MXdIMQwDgJMoDMMwnvPI9HVYvbMFz8zZmJfPS7ew+d1bK0o+gCg6OFZsb8Lmfe0AgLeXbC/kJgEAYqTi6+hhPQCoO1EqUprarVxtxzB5oVQ7USKxOB54bxUWbW4wPdbamZLzEkmU1Kx+S0O7ITjx5qJtnm8nwxQbrGrHuM1dby539LzyoHUS5d1lO1zdpnzSRq6j54wf4Og1Ucl/LGwwlk/ePnhAN8NzmrJMohxz9we48O8z8cSsDfjpi12reEBOmYhuJ5lgwI+Jg+u1v/e1hT3bJrEWCwaSW/fmDZOUz5u/cZ/pvveX258Hp47uk+PWucP8jQ3a7Q172gq3IQzDFA2cRGEYhskT0TxJN3U6MHss9Vb5SGoRds5fpmv31VWGCrU5Gnta9MVKeUiX7LL6TVZs5/ZwhskHcidKqXSBPTNnI/7ywRc4728zTI9pnSiSnBcAzNugBy3GHVDn6LMSiUTerlMM4z2lcY4zpQkNVMuIzorqcrMJ/fiBzsbjYoReV4b0VHcdyMgFC1TGVnSl9OtWgdm/OA2/uWAsAKClM/MukiVbGrGjSe8UeGdp6SarVMiSZ+UWSRTAOL+JezjXiUqdRLUV6nXYjc8uyPi9abKtkGzepydOWIKZYRiAkygMwzB5Q27F9or2sHqSd/iQ7tptLzVy80FrOIYnPl1vWCgUurJ8+he78bVHdNPQslRlViQWN8l5rd2ly36xXwHDeI+cRPEysOAmz6V8oADgqdkbMPRnb2pdKS2aJ4pRzkumIuRsun/Fw7Mx+YFpRRO8YBiGKVb+fdWRmDymr/KxUGr+p+pE2dZYmr6EcjGQ0+uEHHimfwuvmKkrd6JvtwoM7F4JAGjOohOFzr8Bo6xVMbO3NYy3Fm9LG6CX5bsCCmN5QZRIqMlyam4SSXUZ2W2LFaok0OFDuuO2cw4GANO6qVC8v1z3bcnmuGQYpuvBSRSGYZg8YaVf6zZWQXnaGl0qVdh23PbqUsPfhf5OX/+3cQEnKrPCsYRJzusksrjjyiaGyY4tDe14Z+l2R0nhqBRIiJVIInnp1ibt9q0vJ418RVfKmlQyVlQ7WwUygv700/1EIoFP1+7B+j1tWLrVOw11hskX+TzFb3lhEa732MSZSdIZjeGO15Zi5prdBd2O7tVllmbaQmpJJLgpTXnyR3SbnU1GPwinSRT52huOms8R4eVYmerglosenCB71YiETLFz+b9m4ftPzcc/Plpj+7yMkihEQs3LZEQs9dsKOS/b50prtE7F8XP0sB6aZ2SxFHMs3NSg3S7Vc5dhGHfhJArDMEyeyFMOBR0W0lGdkRiCqUl3obs2vKDYKstFEqU9HEWTZHo/YWC9dtvLKjGG6cpMvn8arn1iHt5w4PkhJ1lLZQzsXVuuvL+ZjCnCE8UqUS+CEnbwOMQw2RGOxvHc3E14Y9E2rGfNfM957rNNeGzmelzx8Oz0T3YRVYLMKnhcZiPn1Rm1lngtZuSg99+mrsbc9XuVz20LR7U5uXztFYVDt72yRLvvymOGAND9AuXCo2yIKJI1xcjKHUlZ31cXbLF/onSo2RXm0X3uZTJCfE7IQaHGp2v2pH3Ol8b2184dVZIlX+xu6dSSclR+r7mDkygMw3AShWEYJm/kKYdiMlAWNLRHtMqlQndteEExfadLjxiEtbtbAAC/e2sFPltvNFUM+H3ab8GdKAyTHaJadeqKnWmeqSdZxXlXKgXjPavLlPd/SL7zAfXJilurytQqhaSMDE2+50t6kmG8JF+nOL2Gt5a431wpQH058gk1Vf/F2aMBWI+5qk4UOqyWoiyQqvBAlch6feFWHHz7Oxj+i7fQ2hk1GcuL8+WJWRu0+75z4nAAusSTkwD6vtYwfv/OCmza26ZMcJXa3DrdEkYuFAvYRPFo94+XSRTZWB4A3rrhBPxw8iis+M1Z+OHkUabnWm3TOz88EeMG1mnnTqE6Ufa1hnHEXe/j6N+9D8B43JfiecswjPtwEoVhGMZD6OQrf50o6olnB+1E6YJVx7F44RZM8uJywqB6LNnSpHzutyYNA6BrZhdLyzrDdGW0islAaXXjWSV7hFFrKODTqnf9FgG9kAO9clr5Gy+VDBPDFAE0OFhqgdtSxKpQyGtEADXo9+HbJwzXbgtOGNVLux0MiCSK3olSXxnSPFJKMRgrJ0MAtVTUD575XLv9i5cXawF9kSBRnSPlKd8uvRMl/W/80Mdr8ODUNTjhvqmGogJBZ4mdi+nmJHKhmF0nysa9ekdcOE3XU0NbWLu9cnszvvfkPKxKdcdYITqpZGN5ADh4QDf8cPKBqAgFDOcHnZ+oOrEO7FsDQE9AFmosXbE9+d07InFs2ttmSOjJqgIMw+yfcBKFYRjGQ+hEMW+eKBYLzLrKEOlEKa3FhRO86ERZvbMFL87bnFbnXJ7s11SoK79/NPlA/DJlmigWHcXUQcMwpYiTM0gkWYVURKl4oiTSfLsepFPFyljeyXel16oIJ3aZLkC+/EnChiRKaYwrpUyhkrwtnckAak1FUOvWCxAZo8MG1Wu3yxWdKLUVehKlpQSSKPL542TZIHcJvbpgqzbH1bwuFOdIXWUIQGadKP+ctla7/a3H52q3jxrWA0DpXcfSJVHkx52audt5ojz32UYc+uv38MgnyX155p8+xttLtuOq/8yxfM0bi7Zi7K/ewWsLt2rG8kEH20KfoSoeE+eUSKLM39hgKReXL5ZtazLMjUox+ckwjPtwEoVhGCYHHv54La5+dI6lvvGeFr3CR0wMvUZlLH9AfSWuO2WkVh1XKlXYmeDFd5r8wDT8+H8L03ouPPzxWsPfVguKQT10o0sRzOXKVYbxHnGaiXG42DyUrEgXL6TXFSt5DyeJWhq0KqQWOcOUGjQg2BULVKzYtLcNry7YkvextFD5bxFArSHyiHSuN7B7Fd6/6UR8+OOTtCIZmgSvrQgiFCz+QqZEIoFvPDoHF/9jpmFe7WSbL/7HTNN90dTFVySUoqpOlGAywSI6UcKxeEZzenpMfOXwgQBKb27tZieK2AeAvb/MLS8uBgDc9eZyw/3bGjss17XXP/05IrEEbnjmc60TJWgx+aC/C01+2s0xysl7XfLQp2jJs0TirpZO7fYHy3cY9h93ojAMA3AShWEYJid++9ZyfLRyF960CLLTqpVonioUVcbyj3/zKNRXlXVtTxQP9+/CTQ22j9//3irD37UVQfRRGEKfN2GAdjvIcl4M4wpOKs5LtRMlXdU1NXS1Cqo4CXLSQAGPSUxXIF9n+OcbG7TbXbFAxYoT7puKG59dgP/N21ToTXFEIpFQFhk5RQRzaRJlNwm41leFMLJPLYb3rtHu+2TVbu12TXkQQX/xFzJ1RuOYunIX5m9swNpdLdr9qm3u2808z5UR3VkVIb1wiF6zR/XR91c5KQqwug7taek0SIbJaJ4aJZZE2d7UYfu4LFls14nyq/MO0SSkVWtCJzw7J/15LRJroUD6TpQOmznG8N7V2m254FAYvOeLG8ix9fzczYb9x50oDMMAnERhGIZxBauqmtawPuHK16KpPWzelu5VSckXzROliBdwTunXrcLwt5ffSeU1sHRrI9bvbjXdf/HEgTh+RC888c2jTY/Raq0Qd6IwjCuo9NBlNE+UYPEHsSjpEt7U0NUqqOLku9KqU+5EYUqF5z7biEv/+amm60+Ds3myocPbS/Qimq5YoJKONxZtw1X/mWNZTOQ2NMiqqlKfu36vIbkh+OFzCzDm9inY0tCe1eeKAGotkWulSZneisKZn6cM6IFkVX4pFDJRzxl6LVBdR+j0dY9inwPQ9reQ7IrEEob3ffm647XbNIlilfC6++0VeH3hVsvt1+bW0eLdx9kgHzN2SZSa8iB+cGrS1P3BqWuwTrFWkZGLUf7ywRe4+tE5aGyzTmKIBJnVttB3pHMMOcH17HeO0W7LSZS2PHaiqApyDJ0oeU7oMAxTnHAShWGYLsf/5m7CmX/8OOuFkptQ3eN8LZpUVUdCN78UFnBWyJNb6gUAeFtZLi8Qdrd04st/mY6T//ARvv7IbMNj9391Avx+Hw7qV2v7nrqcV+n9FgxTTDQ5qA4UASBNZqVETru2NCbKQT+V87LoRHHkiaIHCuZuKKwOOcM45ZYXF2P2ur14KOWPQK+nvjz50PUlBR2x/fB6/skXuzFt1S5c9/T8vHweNbFuCxvH/pmrd+OShz7FCfdONb3u1QVbkUgAT8/ekNXntmhJlJB23znj9e5i1Zxv/MB67XZDe7gkCpnaSPJCJKka2sLYlwqm0yA3DYz/91P7/TqoRxWAZBcCTZBUkPcLBvzaPrLqoNjWaL+2E3PrcCyOv3zwheb3UYzI6xorCS3AfMyk89msr9SP01P+8JHhsT0tnTjrTx8b7pPXhXtaw/ho5S489PEay88Q0my0I9YK+pvLEmPVxDuoutzoKdlhI0fmNqoCEu5EYRhGhpMoDMN0KaKxOG5+YRFW7mjGvz9Zl7fPVQWptjW243tPzTNsWz6wMpYHaCdK6VUab96nL5zev+kkk1SHl4tS2bB509427fb01bvlp2tcfdxQ7Tb1QwG4E4VhciFT02gxPpSVmC9Ue5okCpXRsAqqOPmuNMDx6Iz1zjauxFm6tbEoii2Y7NhKfjvRiUKvpw59l3Pm2OE9tdulWKBSbPzjozW4b8oKy8epFJAsCzTti10AgHYb2a6Ag4CvCvGeQpYKALpXl2HWz0/DzJ+dajCRV9GntqIkCpl2EFmpy/41C+3hGE68byq++2RyPTOidw2m33IKAGNQedwBddrtf155uOE9QwGfVvgUicW1fRn0+0x+GpUpA3qrAoLKlG+KFaLbdOPeNjzw3irc9ebyop1ny0VUbZ0x8phR9kyWLE5nLL+zWd0ZBADPzNmIFdubpW1R76ONZL0DAL1q9AI2cRwHLeS8qEwXncuEY8bflv6mI4gcHgAs3NygfG8vUHWadBg8UTiJwjAMJ1EYhulizFyzR7udLyN3QF3VfO/bKwyTr3wsmlbvbMFLn2+xfFxbwJVgtSSt0BrZp8aQyAC8/U7yWiXocBFeXa4vDO67eILhMWEwWmq6zQxTDMjBh53N6fTEU0kUIedVAq0oiUTCVGktQwMplnJeDr4qDXAc1Ne+i64rsGlvG778l+k4/p4PC70pTJa0EpkXUcgSLUAnCp3bOen6KgUe/3Q9fvPGsoyT1bnSHo7h3ikr8PeP1uDw37yHJVsaTc+xkx6UC15UBLPMrokgc0gK+verq8CA+krVSwAAf738MBw7vCd+/5XxJVHIdNk/Zxn+vvzhWYbgccCvG8ADwPbG5LVXfKfDh3THGQf3NbxHTXlQu/ZGYnFtbVShSIgIz5lWCxmndOe1KCwQiVXAWhqs0MidJyKp3xaO4sT7puLbj8/VHpOLIdId6/VVIcvHVOtjKw+awwbVGz+XnD+7UokaK2P5s8f2126/skCXYJM7UVSSyYK731pu+ZjbqPxXaGEiG8szDANwEoVhmC7GzS8s1G4353Gyo1pmylU+0TwsmiY/ME27rdJnLgVTSysaUlICg1OSALIWtpeLUnmCf88UZ5P6fnX6wvrYET0Nj4mFeCkmtBim0MhVkyKQY0VU6kRxYrZeSNbuasHLn29Bus2kwYtcjOX//pEu2TFxSL2jbSxlFmxqKPQmMDlCE6E9qpPzHVqUkK/4Px2LirnDIBNuf3Up/j19HT7P83lCg5R7WsP4miSXChgTJ3Jw/LGZ69N+hlXVfDpE4l5OoqTj3AkD8Mx3jkH/usqSKGSSC3t2SR0NAb/f4AvzwYodqdfp11ifz4fbzzlYe05NRdAgYSu6yFoVRQJCzknldwMAfRRrG8EPJ4/SfFXoqVisPl9y4uLhlPTYjNV7sK2xA+8v1/3e5LElXS3X6VIii8qgqY5hq4Iuu4JEsc4NWSRB/H4fzjwkuR0b9ui+LJ3ks56/9ljL9wdgmgPF4gn85YMv8CkpmnQLVZKkmRyHshQdwzD7J5xEYRimS7GjSZ/se912a6jQU6zW5SRGvhfXvzl/rOm+UpASsEIs5KwWUF5+Jzk4OWO1s8n7xRMPwAmjeuHX5x9ieozlvBgme+TgQ7okigi4lkonyqn3T8NNzy9M+7yQA2N5Jwn8xaTiO58a5IXCTu6HKR7sAla0e0p0gNDrab6q/WlXXDF3GGRDS57la2TPAVVleNiQRDHu73QeUkD2nSia/0OWSZjkZxd/IdNZh/Qz/H3igb0Mfwf9PpQH9Q6SbimPmEjqdxFyWrTLpEdVmTbnDcfimjSY6jKsd6Kof8v+dUkPovED60yPTRhUr0wQFGvgW05cHJjqAqWJC7Ht8tiSzhNlRO8aTLv5ZO3vva16Z47qHLDyZ5S7Rnwwv9aqEwUATjqwDwBgX1tEO+7Fe04cXI+jhvUwveYvlx+m3R7Wq9rw2AvzNuGB91bh8odnyS/LGdV4I7N6ZwuAZHFKMZ/HDMN4BydRGIbpUtAW8m0ea53TuZNqHtW7xhjsz7fh6Flj++Hxa47StIsBvQKvFCd+ohqIVsBRPPVEyXLRXVUWxBPfPBr/d+xQ02NlnERhmKwxdaI0pUmiaFXEyXO5mIdAGuwA9LFCRcBgLK9+jpO4Lg2c2ZnbdhmK+Pdnkry7dDtG3zYFj3+6Xvk4DaCL4PvsdXqBQ76KRajfXTF3GGRDvuXJpqc8TSjvLdth+JuO/Z0kOO5UeixbT5RIPLtOFONnF38hU0jqPJCvH0JGakIqifHhimS3hPhdylLXWJps6l6tJ1Ei0bitQXeN1omiDmiLYP/4gXW47MhBxm33+y2SKMU5z5aLQcS1n0p1CVkz+Zhxsi4Z0rMaI1K+JE3t+j6Xu+t9Pms5LznRo8rd2HV3Deyud+SL4gXxnjQZRzlvwgAcNTSZXDnxwN6Gx9bvaVO9xBXEPpo0spfW0SRzb8qv6WuPzMbIW9/CSkl1gmGYrg8nURiG6VLQ1vC5G/Z5+lk0aK9avHVKE89CLJpOPLA3Bnav0v4uhQWcFaIdX1S3XXP8MMPjbidR6G/qhbS6WHRYLVwYhrFGlufY12pfQajJeQWLX87rmsc+M/xdEfKjX7cK5XOpjIalsbyD4OKQXvp1olgDTq5CdlW+fR8YZ1z/9OcAktJSKmh1uQg0/ug5vXsrX8UiEfI529J0xJUCdGz8+9Q1Ns90l0gsjjteX2a6/3tPzjOayZNEVQdJ+NqNW3ta9C71XD1RnHriqSiFQia5a0MOoot1xMLNye7Fl1M+jLJnDO2m6FFdpiVV0hUOCS/BFotOFNFZGfT7cc/F4zF5jF48Fwz4SqoTRZ7H/Hv6OgDARyt1GS/RXSUfM+k6UQR1lclOIdplIb9X0O+z/F3kbVR1rIRszonjiJSxSDiL5KedVNhJByWTJ7tbjHJylQofHbcQMuA15UFLCbhBPaqQSCTw6do9SCSAM//08f5ReMIwjAYnURiG6TIkEgnsaQmnf6JL0Ao91XKoXZIV8NoThQaCRvdTGwOXgqkl5eNVu3DVf+ZgS0O7NukW1UE/PuNA/P1rE/GtSclkituJIfp+TsxKMyVE9KEZhnHOjNW7ccGDMwz3hWP2i1gxXovzrpiDWLJfR6/acrz2g+Pxh69M0AIiAkfG8g6+K5XscDqWhqPxok5G2UH3FI/BRUqayy4NjKr8E/LVFUI7UR54b1VePtNLaNJ1zvq9efvcHRbdhNF4wmASHiYBy/awvu/tTJ9vf01PxGXbWeyGnFcpFDKJ86oipMtvUay6DsQ4KqSdaAdlj6oyYiyfwKAeleY3SFGdxlg+qnUE+QzbmbzPr+wgoN4+P3z2c1zw4IyiuHapiqg6IjE8kkqmAHr3hslY3uFxrNqf8udG4wntvl41ZYbH5ASBKmFQWWad2KDbKY4RvRPFOhQpOlg27TV2nlSRz6I+L27Qmlq3i31GGZCSkTt0YL0pwWIlPccwTNeEkygMw3QZvvPEPJOZu5fVR3QRpJqLm5IoHi/o6QT7ga8eqnyOmMyWStDo//4zB9NW7cJtryzRJq2i/bu6PIizx/VHVWqy63ZQlFZlOV2s/OLs0Y7fn+W8GCY7vvbIbOyRJK/SdXSZOlFKqPugd005+tRW4JLDB2LazSdjcA+9a4RW3Vole518VxoYcZJkbw/HcNw9H+Kyf7mvS55vijmhtj+T7qpLfW1U3h1eF64Iuto13O3zIRyN4/m5m9JWa6/b3Wr5GK2ip/NXu0Qa/R5Ucif7TpTc5byCmrF88R4zYp9WlyXn1hHp2mrVAdGWUgKoSnUKGDpRaoyeKOIa9qdLDzW9T026JIqcrAnSJIq6E+W2V5Zga0M7WjqjeGXBVizY1IBVOwsvw6TqdmjqiODbJ+id9tadKM4+QyQd6HgprwETCX0OUFkWwL+vOgJDeiZ/I3luJXuk0M9Q4fP5SAFfwvCedp0oIomyeZ8xUUITL8fe/aHl67OhLXXMiW4owTnj+2P8wHoASZUJeR/wHIJh9i84icIwTJdB1k0GdAM4L0gn59UWkTtRvJ1k0fcf3LNK+RyRDCilACIA7GzuMFXHCYIeVfbRRYaTtvnR/WrxnRNHOH5/p9IGDMOkJ10SRSQGxAK8lBa9tMqzvqrM0GlIq4JlnXNBJJbAXW8sw1uLt1l+Bg0KOEmyz9uwD7tbOvNaqe4mPjKmR0qkM5MxYvBE6YxqQVyB2+f4Pz5agz+8s9J0f6kUpTjF7bnUz19ajJ++sAiX/ONT2+fZFas0k4A6nTNROa82qRqcPi+bohgZTc6ry3eiJL9nVSqQbCXnJSP7FoakTpQQKRwSRWYVCmkmIddkJacU1WTVkttBfTWCfr9lYH75tiZsJ3J7xeBfJOYtwrcESHY1VJbpnRBt4SgSiYTpmPE57JAX+5MmHFUFhuJ3Lwv4cdqYvrjosIEAgMa2iLbPY/GE6Xign2FFUFrvdDpIooiuWzk56uW5IzpRqsqCePKbR2v396op17yCItG4YdwBSms+yTBM7nAShWGYLoHVBOaD5TuV97tBulbwDqkTZfm2Jk/bx+ki0arSThhqltqEL+j3kySKcbIe8EiijO5PujutfsNMF+a0Ko9hmNxIdx5FpSriUkoky5IXNPAQcOCJsnxbEx6Zvg7ff2q+5WfQgJWT6wOt8i/1RHAxBNOYzDF0onRGMPn+aYbH3UxuxOIJ3DtlBf42dbWpY6KrHT8x8n2EeXg2LNnSiI9X7cKL8zcDABZvabR9vl0inCZIqO8M7fiWg610XNpAzKizTYLInh/ZECyBOXi73IniIIkSiyc0s/iaVBLFzhNFBOxVMlDa3NjieBAeRGJf0utjWdBnGZjviMTx3Gcb9fcpguuW6P6oCAU037PWzqhhPdMejuV0vIh9TM8VOQlAHxf7vzxVsPbS51sw8ta3ARg7wih2nSiA/ltFpU4UK2N5+pic8JF/N9WarCMSw+y1ezLu+BKJ+OqyACaN6oVzxvdHz+oyfO/kEZp6wMa9bZi6whhbyFfXI8MwxYFZ8I9hGKYEUUk5AECP6pDyfjeg1TCqCW5bxLhNS7c24ek5G/H1Y4a4uh0LNjVg6oqduOLowdp9Vos8sXYs5io4FQs2NeDgAd0AmBddXnWivLpgq3abxkjaLSTiqssyu6SKqqauEoB5d+l2LNzcgB+ffpBlRTzDeIVV1apA9kQp5iFwwsA6zbQXAMqkQAMd36mhq5PT7rEZ63D18cNM91OpHSeBh9nr9A6Ujkgsp8BiIaBJNA6AFCfpCq07JDmvfW3GAJ+bgeqNRJc/6c+hV47LfkyRWLzkzgcKPR/szNrTcc5fp2f0fBFYPWxwPT7f2GB4TARO10sJLOpFIBtQi7mV3CnuSysUp0ZPxHftTpSmVKC8viq5fopEzSbkMpFYXEui1FYkX2foRKkuw87mTu39tKIoRcIjlEbqNip1BJWT7vSgX+2JAiSvcdRTrBg6yIRUVzgax/aUJ9Culk7D8dEWjuVUbCUKz+jaRSXJtaM5+fnr9yTPMTkxsqelE39419yJB9h7ogD6b/Wvj9fgpflbcO6EAQDsPVHKg+rjQP7dwrE4KvzGz7/+6fl4P1VEuf6eL9tuW3NHBF/95yycPqYPmqRE4N+umKg9ryyY/A6PzVxveo+uso5jGMYZpTvDYxiGIchyHKcf3BdA+sBaLtAgzJKtTabqRNkTBQBuf3WJ69txwYMz8OcPvsDjn64HkAw8WHVFiE6UYjBUzBSxP+VkRUDS2nXrs37zxjLt77i0oBE88+1jtNsTBmVWsbl2V1Jq7slZG7LdzKLiO0/Mw4NT1+Bdhawew3jNS/O32D4ue6IUayXwpr1thgQKYA400I6TAAnoOVH3uOP1Zdi4p810P71WOgnw/eOjNdptq8RyMUN//2IIpjFm7ILdrZ1RPDh1tfZ3m2K+5WZyjAbv5Qp5k0lziR9P9NyQuzucks0cUwSKywJ+9KhOmlv3T5k5i8fksUYEfgEYzOcBPfgqj6cJZPf7hN3oRAl40zntJg2pJIqYc8uSjaJI5tnv6PPfSCyunSNCzqu5Q09q9u1WQQqe4tr5qjLwDgXtpW5lY/kasiYIBnyWnfjhaBwTB3c3/F1o5qSKEUSCCQD+/P4XhjGktTOqTHo4RSRD6BipWhuLbi1Nzk1aazV1RDF99W7lZ6SV80qtPZ+Zswmd0ThemJfsTrNLotCCFzomOfFoeT8DFYqJv3kPy7c14S8frtbGEDH+qLZHRTEnRRmGcR9OojAM0yWQA2LdUxVUXhrL0898feFWnPKHj/DB8h2YsiSpOy8WIN0q9Imo2/Msary4aW/SfI9WJsuIOWCpTfjKg37tu1p1orgZFF272+ilEyMJM/G7VoYCOHZETzz5zaNx6RGDcOPkAzP6jFlrzYunrsC2xvb0T2KYPCOCEkKSIZvxorE9guc+24jGNrWkhRv89IVFpvtkeRIaJAr5aRLFWYX0rhbzmPPJF3pwJN2+2dtqDFbmEuApFPQaWMwmz/szdofzr19fljYomM053hmN4fy/TcetLy+WNoY+RwriSX+XuscOPTdoIDwTZE9AJ1Cz6Y9/ego+/fmpJnNreU5PPS5kqSEh+yQfRtn+PLKheTZ41TntFpFYXNvXcvJJIL7DkUN7aPdd/vAsTa6tNpUYGXuAXlg0qEeVlkBavKURrcKEXiXn5RcdCOp91JC6/orAfA1ZY5UF/JbXwc5o3DCX/8uHX3i6RnSC2Jd9u5Vr9y3Y1GAYu77Y2ZJTQaDKE0V0nv7kDH3dIgrSjh3eE0BS0ooSicW1dSalLOBPe05YJbbsPFHoY2EbudFOhTRZJtDjbMbqPQCS3nOm7bH5jsValMMwjDdwEoVhmC6BvCARFTS5SBGkQzVp+uZ/5+K7T85HQ1tYW0Ree5Jzs/FM+YDosvauTU7C7fSexaKjlPwAgOQCTNNpLpc8UXIIilohV2DR9xYybWLxN2lUL9x7yXjUKCrq9kfoocXBSSafNNkE/MQ1Qkh/ZDMG3vTcAtzy4mLc8Ozn2W2gAz5du8d0X0VQHvP0MZ4GL5yKzMgVvrLcTTqt+OfnbjL8XZKdKAbT6dK6Hu4v2B3P7y1P3/GYze86c/UeLNzciKdmbzTcv6dFTxzK3RldrRNF+AIAye8qjw9OUHknpKtW130S/KgpD6J/XaVJ2kne97ZJlNT7yR1J2c5/I1qnTC5yXqn5apEeI468FVNJioDfp0lILtnSpD0ukhq9asox+xenYemdZwKAJvcVien+KfJcG9A7TKwkrD5MrXsWbm5IvQcxlk8dL5/fdjruu2Q8Jo/pqz3WEYkZ1opz1u3Fv6evU35Gvngk9fmj+3Uz3E+P2W2N7WjpzL5wQyXnJc41amAvzp+D+tUCAKqkNY3VuJZOyguwXpc66UQBjMeCvN73QnGihyKJErLZVpYEZZj9C06iMAzTJZAXJCJQ5lVwZ29rWNOvVbGjqVMLJtdWeBdcp3rCYjJqtfAB9Db8Uljk08RFZzSm6TRXhiQ5L5/7lX3yIlsl5+Vk4WDHby8cCwAYnVqwlDI0yCJu/fn9LzD+znexakdzYTaK6bL0qtEXuKP71WoJZFkvnyLkU8pyMJYXSetpq3Zl/Npc6FZpHPPoGB90YCwvIwd95WKDdAnpe95eYfhbJV1Z7NDrRTEYDDOZ4eSYy+Z3pccFve7vId1baZMoJR5Qoybs8UR28+hn52w03ZfOS0ST81LMa7UkiuR/SBM+Te3Gx8TvICfTsq0hkg3Ns6H4O1H07XryW0crn0M971QdCMITBUjKeAnJLlVirapc0YkifvM0wXHxfgHye4hjrHt1Gb56xCAs36Ynd9rCMdNacelWdbdNvhma6rgS0DXaW4u3Y/IDH2f93ipjeZF4qCB+MkLKSqgnyJJzSyz2VbrkKGAthWXXiULHC2MnitwJaB6fhveuNt2XCYOl3yO5PdyJwjBMEk6iMAzTJYhJqyIxqVPpZOdKIpHAxN+8h6889Knlc7YSSSM5idIRieFLf/4Ev3LBH4VO3EQgzG6iJ+akpdCJQhfHm/a2a9ICcieKF3Je8nvRP8VCRCVDkAm9apKB31yTMSri8QTmrt+bt+AmrQQTCZU/vr8KbeEY7n5reV62gdl/EAGoXjXl+NsVEzGkR3LBS82fTa9JBSXKNU+U3LbhjteW5i1BSINSgDFZQis8nSZR5OBya1gOPtqPpcIUVlBoSZRsoGN8KRQV7I/YydM5kXDJNTlGr2s0ACwH8julzyn140nu6JO/r0AYj6sY2tMcxEyXjNHkvAI0KO43PNacSmCJ+RP9jczJreTvIP8eWXeipD7LriI9HV54+LkJ7R4+qK+6wMdKTlIQsDhvVV0HVYoAfDpjecH1p4wEAKwgiRI5wUWlK2eu2W26ttlJNHlNIpHQJAvPP+wAnDCql/aYm92RYq1iMJYXSZRgQNsGIdPZrTJ5Xo/pb+yOoVKjPz3rINP722FV3FcetH6tz+fTfh9xLPz5/S/w8CfG7iGl4gTZfTubOnDHa0uxeqez+Vr3qhDqKs1jm13XDHezMsz+BSdRGIbpEtDKlEE9KjVppd0K7fdccVKVt7UhmUQpC/hRU65PxgJ+H6Ys2Y7l25rw30+tDcXD0bgjQ8+I1K0B2Mt5iYqtYq2Co1glwOQJe8CDyj558UaTdHonSm4dRmJC7oW55X9mrMMlD32Kbz8+1/X3VkGDqHJ8wqlPA8M4RZwzL37vWIzsU6PpV1sF+wCzsXyuieTHZq7HeX+bntN7OKVGUa0roFW4Tk81ecxp6zSOtemCwHL3XCnKedHrhZVsDFO8OLncZ3NtpV2V9LpG52NyRb3sCVSKSUWKPI42W8xF7RIB3avNQchILGH7m3QSTxSBCKiLx8ScvmfK+JkmUeTtFHNi2aMm26mi6GxRJQ6cUuydKGK7An6fwWuEQjtRVAml/vUVyteFpetKWVDtpaEHztX7SHSeCimwK48doj0mFyUdOVQ3kv9s/T5T8rWQ166Gtog2Xx7YvRK3nDVae6wtnH795xSxn5rJeR1O7YeyoF8rvhBeMyKB0L+uEh/++CRDt4qgV7Xu4eKkECxgcc6k62LRpN1S5/kf319leo5KzoseOb94eQkem7keX/rzJ2m3EwAOH9Jdeb9dJ12xJkUZhvEGTqIwDNMloAuSKTeeiAH1lQCMEgxuQbWxrdjWkJT6qiwLoEe1MYniZLJ12gMfYeyv3km7/TR5JKpx7KQGxHqlFCZ81kkUSdomICr73AuEyftn4aYG3P/uSkxdsRMrtyer3lQVdJlQ5mES5fFUgm766t2mx9rDMdd/f7oQXbSl0RCI4hTK/s3M1btTJtDuBQXCUrBNyDfaBS+jklRMpueAyhfAS88tCk3EA8Bn6/eSx/RxyHESRUoazNu41/B3ugCfvO9KMWhMv8OvX19awC1hvCKb6mAakOsgAVcagGyWkgzy+XTq/dPw/rL0ni3FSouUVJW/r0CVhxbjpOgCkWm1KQ7SPVH0MU2M12JMeu6zpB+TSGTRsadNeu8L/z4T7y3b4V4nSup97Lq90yH8rIrVL04UEAX9PoQCfmW3kVFOUhFgryk33QcAZ4/tZ/jbqoMhXSeK5k0TTG7HkJ7VmP2L07DiN2eZnvuDU0dpt/vXVeA3bxg7owd1N8s25YtZKf+zoN+H8mBA8yIBzF1VudAnlXTaSSSoO4n/kOgcWrE92anRjXRhDO9dgwNS62lK92pdUjUXOa+KNAmYkHb+2yVfzfMPeo6L+ZLT64FVd4zdeV/qEo4Mw2QGJ1EYhukSiIBI327lqC4PahJaXsh5zduwL+1zhJxXZSiAukp9slnucPG1aW/y9Yff9b7t8+ji8MX5mwHYV8uIquV4CSRRrBbbPauNhn8BD3xe5CDitFW78NcPV+Mbj32GP7ybrITKVc5LdKLQoM2uZneSflYL9LZwFMfe8wHO+au7FfRUNuz1hVvx4vwt2t/ciNJ1aQ/H8MC7K7Fki7Wu+BWPzMZ/ZqzDH94xVxBmQzye0LtKUuOpMF7vsElIasbyqedmOgau2tGS8bZmilUyorLMeN2gQYutDXpgxOcwZSkHE1bvNH63dAEBeXxxs5p30eYGx7IbuUDHeCEVyRQXdobmR1hUC1PCsbjle9z1xjL8/aPVpvuFLwBgvK41E4krOWgXVgTxvpWnLlAvkE2sreZiqmSEOK2sAuCvLtiCKUu2Kx9TeaLIcl6DU9KNohuBzp9UFenffnyuabyyO67s0BIMORjLF30nipQoEt0JFOozUibti1+cPVp+ukZPKblSbdHNLdYwVseQ2EaawOnbrUIzUKccM7wn7rtkPIBkMkFWJ+hXp+6ayQffe2o+AP1YCAX82nrGLtn44BUT8fHNpzj+HPEdtzZ2aMlHWogiz9HrJSkrVaKsB1mHlSs6VWSszpl0CRjx2VZJWUCdHKFjU6ayjlayXXb+LaVQmMgwjHsUNIly991348gjj0RtbS369OmDCy64ACtXrrR8/rXXXgufz4c//elP+dtIhmFKAjGBERU1XuoO//C5BWmf81IqiLy9qQPDelVr7dHyZFO1mMtkgadaiKna4wXioWJdwFGsEmB9uhkXPWJR6qbPSzpDSyB3LxMRzBWLmYc/Xosjf/s+nphlLfPmFNkjSLB4cyMa2iJYvq3J1XNDDqIafVA4i9JV+cuHX+AvH652lJRbs8udJASt+pY7UYSsjmoMjUmJF6tzhNLQFsYjn6zFzuYO7GtL34GYK7T69LpTRmi3+9Qaxzwa9LjquKHabad+x3L326g+yQpY7bqZJiEtXz8iNgGOTNjd0onz/jYjJxNdp7jZucjkn4MkSTkrVAG2tbta8Mj0dbhvykrTWEG7MGinWZNBCsd47GTaTfrS/M247qn5RdvBJct5WcndqeYQupm7+jV3vL4M331yHrYR30CBGL9psLJMCqh3T0k3nnJQb20bRJJksUUyPyJtZ7ajlQje5+KjEfSnr6wvJGK77BJFn63XC8nk9YadxwUA/PmyQ7XbVnNozVje4jqUaTJLeKapZOmKzcuiIvXdWzvVY0NZ0I8vj++vND63ojdJXr0wL1ls10m6vmSprVGSF45Kiqs76VBy4sVm5YmSrnBMnP/RuHVCXDX+0tMr02JKq6SQfSdKcR1HDMN4S0GTKNOmTcN1112HWbNm4b333kM0GsUZZ5yB1tZW03NfeeUVzJ49GwMGDFC8E8Mw+zuajm9qwiUmO8UwsQn4fXjluuMBJBfldL6pWoTK99kFu5VJFBu9ZrGAK4WqGdnsGABuPXuM6T4vfF6cLKy2NXakfY4dIlCwvakDsXgCv00lHm57ZUlO7wtYa35TKTQ35ZXkYNCeVj3gzJ0oXZdPvtil3U4nP2GliZ0pqiSK3okSQ0ckhjP++DFuen6B4XUi8BLKwBPljteW4q43l+Oaxz6zrQx1C9odc/OZo/HQ1w/HPReNw9gD6gzPo2PdsF66gbPzThS1sbzwOslUzkv2HMiWjXvbXHkfJxTD3ICxx85PSxyDdma/gDqYT5MjcoKAjgtUzosmFtqk652qA8KOm55fiDcXb8N/Z67P6HX5Qpbz+vvU1RYFP+bXiqFA3u/Cp1Cg6nD4z4ykYTT1nBFjfHNHFJFYXAvyV5H364jGDR1EMnInSrad2HrwPpckSnEby0ekLo8rjh5s+3w5kfElSbJL5oRRvbXbqmMA0JNUVslJTc7L4e8gvF3W7mrF5UcZv0+xyaqJbpqVO5LdmKeO7mN4/O0bT8j4Penx2j/VlUI7UeQkSA+p21+VrBI+dHSbbbfBosLj+JE97V9HpN2srtmqMT6TJKV8mbFKBNJrTWUogDdvmKT9na7whGGYrkVBkyhTpkzB1VdfjUMOOQQTJkzAo48+io0bN2LevHmG523ZsgXXX389nnrqKYRCZm1OhmEYsSgSEzURsMu0jdcJEwfXZ/wazf8iZkyiqCr85AC+nVlyTPF6u5ZjrdLYxa4Nr2hXVA+pJvNe+Lw4OW6cyLrZQReAQhvZLWiQ4HdvLcc5f/0EbeFo2gRetrSHrfcX51C6LjRobxfEAgCXciiGwIo4h6gnyrRVu/DFzhatG1AgB12drLFfWbAVALBkS5OrGuVWyDJlZ43th8uOMgexrIKATvexlbG8kMFMK+clfb5bUoq0A9BryUkOeuSOF/Mrp4hj8IeTD7R9nmobaUJXToDQ6+Kna/TrcjORuHpz0TbsIP4C2fqauSXf6TaynNdn6/cZ/NVemr8Z5z84Qzl/1TtRjOeXKTBrM1g9PXujdlsURD02cz1G3fo23lqclAKjMkCdkRg++ULfvgGSRJPZE8Xyo22JOOjSSEcwjWl6oQkTrwz6P+WEUb2023Qee8GhA0yd4jL0OLDqxBLHhio5H4sntN/PaTKLBsVlKT65S6kQ0H0s7+9zJ/Q3/D2id01WnyGSMWI9KfZDedBvmDecN8FcrKwqgKkjkl/vOfB/sjpnhDyfFbq0W8JynqEaf3c0ORtbE4mEKRlslZinnShlQT8OGVCnyUoWa2cZwzDeUFSeKI2NyTbcHj16aPfF43FceeWVuPnmm3HIIYekfY/Ozk40NTUZ/jEM0/XROlFSk72Qhx0X2QTTaGUVNab/dM0ePDV7g6HKT54QNneqq7WAbDpRitvUkqJOopgvW1oniouLUiv5Csq1Jw3P6TNCZKL+8apdNs9U88WOZjw4dbVyIUqTZP/6eC2WbGnChyt2Gp7z6zeWZfyZVswhRtfM/sOEQXqHRLpqbLuq8kzQOkoCPu09RSdKZzRuWBDTQLwYK0Xwzc4vQUU+kigx6TpmhdVlbYDCAFaFPL6JTpRuFcnASMadKC5dT1YTybdHPa7S506U3Hh0xjqMuW0KZrtcAOAUvXDG/lxRBdjoUNQZMT5OO1F+/05SYjqRSGCnFJT764df6J9hcfw3WlTaC4r1GFSNdXTeetPzC7FwU4PytSKWKO/3IZL8kN0ciz7XSkInGPBp8+qOaBy3vLhIe0wO5MvB+KyN5aO5y3mFitxYXswnRWGCqir/3ovHa7dpcNyugEuF1ZRAl/NSFZnp99n5P1JG9Na7NdukLqtC/g4iAE8lzuSujrJAbrLBgm6pAgnR5SXWV+VBP/xkDFWNp6r76BzlnPH9TY+ne4/yoB/XnzIy7bxwza6kOs3izY2WiQp5LFEZzauIxRPKGEG5RWeNnEQBiCdnkY7lDMN4Q9EkURKJBG666SZMmjQJY8eO1e6/9957EQwGccMNNzh6n7vvvht1dXXav0GDBnm1yQzDFBGyJ0qQVK+4zb40C2PKL7+clJ+ii4tpJGD+zf/Oxa0vL8HHpIpOngA223SiZOqJ4uV+cZsOxUQ4ZDPBFxPid5dux97W3PwLnFSWfv3oITl9Rn+y0H9z8baMX3/BgzPw+3dW4v53zV5iqoVBVVnAEDyQK/WzJZFI4C8ffGH5eKYLa6bwxOMJLNvalDbAQL0wRHBjX2sYQ3/2Ju54banhuQGXkiiaDAUZ52gnynaitU9ld8RYWUV02OdvbMCWhnZH3gT5kPOKOQwM11epu7Kry4OY9fPT8J+rj7B9vakTJRVQEdWliYR9J4gczHArgHDry7qU4W/eWObpPi9WOZ1S4c7XlyEaT+Cm5xd69hn0N6Jm1oCxcOaCQ62lnuUA277WML7x6Gfa32K+NWXJNhz12/eVXaHvLtthShJv2quPM3IiRrBqZ7PldgHFewzKcl6A3qWm4rNbJ2u3xdhA99fZ4/ppMkICuznW1cTnyWr+EPD5iBdWzOB7sEBK8Mged9k2YjvxC0lHsQddO1L7ShQmqPY/vf5QmaaMkygW94tru6owiu43O48Kw+f4fKhNyb/J64pC/g4R7XpP5zLGAH4o4MOvzj0YAHD/VyZk/VlC/q49EkNLZ1TzeCoPBgxzM3W3v37fxRMH4vFrjjI8fvHEgWk/X16XrrzrS/jJmQc53v7fvrXccSeKk/XbG4u2YsztU/D6oq2mx5wYy4tjVByDxTqWMwzjDUUT2bj++uuxaNEiPPPMM9p98+bNw5///Gc89thjjisYf/7zn6OxsVH7t2nTJq82mWGYIkKu4NU6LjxosU1XXUgRJph0Utat0hwA+2KHvtiWTbr//L51gFo1cbOrzgqUkCeKqhNFVaEdIL/16wu34jtPzMP3n5pnel4m2CWuBNXl1kEFJ9Dqr0uPyDzh35raP1TGAkgGP1XbH46qq65yZfk2+0CRE9NJprj4+0ercfZfPsEvXl5s+zya8BUL15tfSAZVH5u53tDp4dT0PB3ic0KSPjUArN/dijte1zus2lJB+ERCP/apme3F/5iJ4+/5EBc8OCPt56oCi24jAjr+NEmUX58/FhMG1uGhrx9ueqxfXYXJiF4g9pNc4Sv8kei1yc7nRB5HvKrm3ZdGIi4XijWIWWrI8xU3oYF7Kq0FkIRjwKfU5BenkBxQ+9cna7GlQU+ACH+U7z45HzubOzFrrd5VeWDfpHTOtU+Y5xNjD+im3bbqxPrFS/bjZ7Eeg80d5jmuCIKquveCfp/WVSC6YMW14bTRffCXyw4zvUZVyCP8nagHlFXXh9/v07okqMdNWdBvmgPL+znbThTt2pOLJ4pNgqAYEAUFFakElepKRH8T4+3MuiY6LILderGXQi6O3Jeu2IAiAuBywUQhJQkjirmMnIgKBfz4xvHDsP6eL+Piw9MnK6woJ9//3aXb9ftDfkOMTVWER5M8N542CicemPS1eewbR+LmMw/CyQf1Nr1GxmnXkB1WcxKnSZRBPfRO3euf/hzhaBw/es5cBEALbSghRdeVtv4s0vOZYRhvKIokyg9+8AO89tprmDp1KgYO1C8Qn3zyCXbu3InBgwcjGAwiGAxiw4YN+PGPf4yhQ4cq36u8vBzdunUz/GMYputDF9TJ/1PJApcnNolEwpHUk0BMtOhCQ9VNQZMsHVJV4xQy4ZVRLQCsDPzoZ5eCfquqOly1eKWdKFNXJiWraCAkG5wEhqwm2plw+VHJ5Mn9763K+j3k/TR7nfq7t3ZGsw4e2JHuPXvVlLv+mYy3/DnVWfT83M0AkkE14QG0YFMD/jd3E6KxuKHa+I1FyW4qKqVCA2VuJdNE8rC6TA+wig6K+RsbDM8VwTMaRKsqMyc/V2w3JgIjsTi+9sgsw31tiq4IGkh1A6edKMN6VePV6yfhLAsTX6tK6epydRJFJF2FnBfdFhVy5b1XnY1eBiZi0jUwE2k3RserbqH2cAw7iWfI3A3G65qYw/h9PmXlsDA+lo9NeXvt5kJHDE3KSx8ywHyeUx8wMSd89OojcT7pitndYq/L/1YWHahesLulEz9/abGWqGpqNydRRPBada77fT6TYbq4NgztVY1gwI/tkhyaKtApXkuvFVbB14DPp41nbeGoNhbfe/E40xxY7iLKNnclriOhHCoCinkOnkgktOu4SFB1V3Q90kB7LnJeqvMK0Of5qmNEnGs+X3rZS4rYtnbp2lXI4Lc4BuiaUO6ayiVhRxG/598/WmPoHC8L+EE/QrU+pVM3WoRy8kF9cJ0DSS5AL+DLlKOHJcfgY4f3tO5EiTmbjziV4ZP9m1SvF7flcY9hmP2DgiZREokErr/+erz00kv48MMPMWzYMMPjV155JRYtWoQFCxZo/wYMGICbb74Z77zzToG2mmGYYiQqLb7ExCadTn+mZPp+YgLs9+uLzEbFApVOlDOp7My0E6XYq+AocjIJsG81jyUSrlV2WmnqUkkKq5bvTFBV0AKZmSrL+8lKyqw9EoOcc3PDvHn1Tt3H4LgRPU2Pe5G4YbxFTniMu+NdXPyPmTjhvmTXxs0vLMJdby43jIf/+ngtAKAXNY4l55FrSZRUEFQE0ACgu8WiV4yPdJx0EuiZvno3Zqw2Vr6r5AXdHkedeqKkwyqRLgIgNDj1k/8txKsLkpIW3Sr1BJNdYkTsCy87Pr18X8D82xVrV0Cx4/YcS3CFlMR8a/F2w/WKJhxVGvZivIlJr3n80w2G59mdw+Lzlm5NSokdObS79th/ZqzT5gkiKTmyTw3+fNlhOH5k8jr41SPtO0ztJLLyyQn3TsUzczbi8odnIRZPKOeo4juqioh8fvP+1rw1RPA6bExehWMKLzfF+BeykvPy+7REems4ps2D+narMI0bTVJnTdaeKMKPK9g15bw++WI3Xl+YvBaITpTJB/e1fU1Q4RORjgevmIi6yhD+daVadlKT81LsI3G+hvz+jHzWxLZ1po5L/TMKl8wS34XuQ/n8ykU6jiJ+TwBYv6dNu10W9BvmZqpkBx0jsy0eo8mZTNZOX0116YeCftNYPTTlnSQnnqw6UZweL3UKtQhAkvNiTxSG2a8paBLluuuuw5NPPomnn34atbW12L59O7Zv34729mSbdc+ePTF27FjDv1AohH79+uGgg5zrKDIM0/URVaUiqCMmnuFYHGuJWW2uZBowKFdMuhoUC1Q6iZZlrCYMrJOfrqGauFkF5gEa9Cr+CZ8qmaQ2PdS7jtwSjrLSOKdrbzeMsq1+q5aw8+peObirCk4AyaCGyRDahQXkD59boN1WaRwXY8UlY4/VOEd9AB6buR4frthpeg49xFocyOJlip5E0QOQParUSRQRLKPjnVWXh0GSSjE8qsYEt8dR95IoFp0oqaBjmAQjXpi3WbvttBNFXKNqUkFgr5LyXnp3ycGqUqokDUfj+HzjvpLa5kz5XOoqA4ydHfRcqVRcR8WUigbMX1to9gGz24fy+d3UbhzPHng32UEqjlMxxxNyVKoiBdrxNKJ3jeVn54twNG6Ya907ZYX2fUb20bdPjBmqAKVdJ4qogJfHtHDUvG/Eb0U9GuzkvEQivbUzqiV+6ipDpnHjn9PWGv7OpusskUho72vX7Z2OUBEXMs1YrUvDTl2Z9G60koYUfEw8Hp0Gx788vj8W/uoM9K5VdymLfWRnLJ+pPJQ4jtql5J7qOMwXEYXHjnx+7WjqcOWzaizkhytCgbSdX7SoTDXWOoF+x2+dMMzmmebtA5LrF7qWePF7x+GklKyYfC23Uotwer2st5hPqozlxffidQ7D7F8UNInyj3/8A42NjTj55JPRv39/7d9zzz1XyM1iGKYEEXMm3RNFH95+/47ZeDtbrDoUrFBNulSeKnTi2h4xLtTtEjdWBuJW6BO+4lvAyTiV8xI/tZvfyWqfx1zuqrBadDoxurZ6rlUVVkckZqrAdGLAmAmj+piDQl050Lc/kOkxkiAZCFrR7Nax1ppKMFI5L9pBQRGHnhMd9RYi8yNX1JYF/Er9dre9QMRCPOckikWASdWJQqkuD2peEnZBAVH1LQIzXiU7vNSrl/dBKVwTBbe8uAgX/n2mJru3v/Az4jEifq9gwKcMEAYUnSiqAKDd7x6PJwzH4KVSZ8kHK3YiFtf9lkKSxIvqvKDbo/IeyTdy0Y7oKCwL+PHgFRO1+0W1t2rsCPh8popskXQW5u93nHeIQdpTFeiMKpLIVt0NZQG/lkiXkyjpyOZUp8eJU1kgFXZ+H4WGFiaI36As6HecHMllv1D0fZQwJbwiiu4NR9umdaIYj8ti6ESh8nCy3OCkkb1c+SzVb3jSgb0R8PsMfnWquQMt/Evn12YFTdR84/hMkii6l4s4B3tUl+HwId2139SpJ4rT39qqKIeuP8WaXcQaijEpyjCMdxRczkv17+qrr7Z8zfr16/HDH/4wb9vIMExpIAefaKDMrSDuI5+sxfefnJ/RawztvwHrThTa1dCWWtSK72KXRFEtxOwqhbROlCJcwMmI/dSNSF6oFtRaJ0o84Up3CKAny+i+PG5ET1fkryhWesdWnTAqZDkvlak8ALy3fKe5E8WFif9hg+sBJA1kVd/Hy2pyxhuGpwx+AWD5tibHr2tsixiCTVRb362gUWvK4J3KefWrU1fLiuOdHoMBvw+XKWR26Hkj50rDsTh2pipCbzlrtGaA7PaxLTwSNu9rT/NMe6wqpUXiyeq3qC4PaK+1+m6/fn0ZPl2blDqrTXWuuBWIEmOJwMuxQ94HbvunecnLnyc7Kv45bU2BtyS/0ESn3oniNwR/AWB472ot2EcLH+TnAfZzoVgiYTgXu0kB+nEH1BmOIxFYC5A5iQw9pudvbMBrKfmkQtFp0bnarTKEg/rVYvKYPgCInJdiPkr9KeJaJ4qx4n90v2747NbT9OpxxfvEFUkUqzlSeUj/3Tfta9fez0kSRfh7ZQINkuYisVTMHgr0/Ljm+KHa7Wk3n6IdB3Zk6oliBf3N5WuA5iOS4W8gki6ic7uswB1BkVgc2xqTcwoqD/eLs8dot4f3rkZPlzwFVcniAfVJo/V0cl6ZrEesoHOqTOS8KkknihiDxDkk/PH++bGx08xqfuP0tx5Qr55P0u0WHTLFfD4zDOMdRWEszzAMkyuyDApd5Lg1ubnrzeWYm+HiK6QwXWxoM3tWUJPbtlSQUBg6dtp0JSg7USzatgF9IVEKge03UwaXtURiRhUcpBWQtEgqF6PgF1KG2rRa8lfnHuJ6J4rVsZmLznyTRRJl4aYG0/a7EdgW73HF0YOVFfSlkLBjjNBgoawnb0dLOGoIjtFj0UpiIVNUcl7lwQCqFR14upyXHnjx+Xz42tFDTM+l31MliTd7XdLYundtOf56+WEAgC0N7a4mVh/+ZJ0r75NtJ0pVWUD7ne59e4XyOf+ZoW9jrcudKPJ46OXYIR+PpSjH4ZbpcDb0sZDicYN9kq/X144eDMDoSaJ1Lfh8Bq+yey4ah2e/c4wpqE9fQ0kn50ULcgZ2rzQ87vNBSqIYO1FUnycfdzc887nl5+cDq3NXdDRr0kqp76IaG/0+nxZ8Fd9ZFHcIOS8gWSxkJ9Uk5if0sLbqbigP+LUxnxplV5cFMaJ3tfI1gmlEgsopYcXvnA1akroIg670WKcFSf3qKjCqb23a17uVRKG/uTwuR6LGri/n75n8Pg0pJQDho1SojqCnZ2/UbtN1zUUTD8BfLz8MH998Ct664QTXPk+1phAJCiqfpzKWz1SBQQXtgs/kOCnXkihxvXMn9ds/99km7Xl0vWc116TjsWqtcud5h+Chrx9u2eVEj7ly9kRhmP0aTqIwDNMloCajyf/pJNz9yU0vh9VBKiM61ebQCpm2lFxN91RLsV3wUSwGhZEpYN+JIibLpWT2TfMmbQqvEFoJRCfGuQRtm1OBWhpgqQj5Xa82sk6iOF+0yIsBO4mQZVuNXQVuSCwJGY36qjKlVBIvLkoPOj40KOQHrYjFEli7q1X7u8kTOa9UJ0qZMVk8qEeVeXtEJ4oUeCkPmae/j8/coOv521ReVoT8Bg+BrY25dY14gZVkmRgbrAJHtIrbSYW87onizm+bT7P3xZsb8/ZZXqG6HuYLv0tdnzKNbREc9pv3DPfVpwpKRBcaYCycOfmg3vjH1ybinR+eiMuOGow+tRXaXIf+rqpKZLvf/Z0l27V5RLlC1igcjRuSEFoSJSDmJNaeDsWCbMos2Lg3aT6tJT1Sz5M7X4HkeCPii7F4Aqt3NuP95TsAmKvOyy0keMRrAeOxZSVPWxY0dyABSbmh7540AukOz0znclFFx1E2BGyOjUJDj035G/brpq7Of/pbR2u33brG0yKAiORZovIRcYKcdBHHVaHG/fkb9YI8ejz5fD6cO2EABvessvW3zJSLJw40rQ0ry/ypz9TvUyUQ3OhEobs5E9k3sc3txBNF/PZ0bDn8rvfxxKfrAQC7mjuhYldzJ57/bBPawzHTNhw7vCeuOm4ozhrbz3Jb6O/kZKxnGKbrwkkUhmG6BFTaAfCmE4VSoQjCqShXyHmpENu4s7kDd7y+DIAeoOqMxPHPaWtwzl8/MXWxbNiTXOjOWL1Hu89OstZfgq3Ho/t1026rFhV6JVDcUFGlWuznQjDgz9pU0QqrZFYmnSjy7y1rKlNkfyA3ugNEYKu2Iggf0UYXsFZw6UGPS7vjCQCuOlbv6gjH4oYqX2N3h3edKACwakez6blaEkUsvlPHZkXQfB4/N3cTRvziLQD25195MCB1vGWw8XnCqpIyplWTWyVRynDticMdf06tSKK4dD0xeTZ5FHBu6oiYOvZKMYki5Fjc5LWFW/HVf36qyddZ4VEOBfe+Y+6AqkolTGnSiBbO+Hw+fGlcfxzUT6+WV3aiqLof0nSibE9J7nRG4xg/sN5QsJJMouhSsrKcrOraV2xJlJY047vcOSKfk6GAD36/zyCreg/pYpPnbFY+BoBazot2VtOESrL7UN11/ZUjBmHJHWcqPdoEmQb8o9Lxli160U/Wb+EZhq4k6SteftRgXHH0YPzrysMN94/ur8/Pv9hpvgZnQ9CmGEruRnCKVRKlUOcjXRtm6u+SDb1ry7H0zjMNaxitE8Ugn6fqRHFDzks/tjI5fwyeKDH9HASA3144Vnve3tYwbnt1KQDg7x+ttny/n764CPe9s8JUSPOQdFyroEWRYp+J/0tB3YFhGPfgJArDMF0C3ZAy+bcXnigUp5quVMqg0sbwXWz/v6bp2q6fb2wAkOyKuPvtFViypQl/ej83I1mxf4q9EyWRSGhBGjrdPm5ET9NzRcJMLgSyk0FzypfH99duhwI+XJ3Sib7g0AE5vzdgPfFuVPjmWCEvDjOZzNMFpPAly5SWVDBSmPvKVfClKJOzv0PjCi+l/BesOGRAHXqnpH3kwFRTux6gc88TRRjLG8dT1TCvyXlJgZd0SXC7AFvytfoxXoxjqVUnyqDuyW4dq+9XXxXCmalKzEE90gfoD0xJvLj128qJjDU7W1x5XxlVgqCUPFEEVtXhuXDDM59jzrq9uOXFRbbP86oTZbX0mz/97aO1a4tVJ4oKcT+VsFQlytIlz2QJmKe+dQx+f8l4AMkArzj2afBRlraiyJX1hWZLg7qT7qDUuR2SjNDlsUMUB4mO4VgiYZhzy3Nl8XxVglT8VvTYokFf2imn6kT5Eqkiry4PmhI4p43WfT0iGc5LxPfOxQ8F0LvBi7Fynf62PimLUhb043cXjsMZhxgr9evJb/KjyQe6sh0+n0/3LJHlvMT5ZuH7ZYU8TxZrs2gsgVU7mrEjTdLYbWhAPpfOpkzw+33oUa2bpovzw+iJYt4WN4oZOrKUBBPrZmosLxK2RwzpoXyNfOzKPDpjvaHD+qQDezvyUqLHkDiPgzb+VwzDdF04icIwTJdABLLEhIZWunhRrVkuVTJfeoTZqBgwTpTtJmliAvbIdF1vvrdCc/yxmesz2UwTfm0BV9wTvkgsoVV4DyYyPaoKJl22I24IWjSnqbC0Q8iH0CBVWcCPa44fhge+OgF3njfW6qUZYRV8fOgje8NgutiVgxSZBDRFQCeRSOCShz7FVx76NKNESmc0pi2wROeUHMDlCq3Sg1Zvz0l5gVhRURbQAh6yDB3tRMnVLF2gyXlJAbQbTxtleq74GpohqZCBSNNRZienVx4MGMby2Wn2TyGwCiyLABgdI3qmgip3nHswQgG/FpyKxhJ4YtYGTLr3Q6zbrUu0Ca+up751tOad41a3mXxduuvN5a68rwztQummddMUX1AzHVa/sxtYBde9Ru72PG5EL61qnHZNRNMkUVRzHdVvbCdFN7x3tVaMcdjgeu1+2k0hOl5pp7FsNryjqQNvL96GRCKBNxYbZfJ8vtz823Jl+he7lff/95qjAOiBw3DqHJeTKKKKngYTaVBWrvgWJtp2cl7BgDqoK4y4geRvUFNuPFZkKR6aLB9QV6F1YgPWMmZWiOMt0+C9TDF3g2eTDPf7fVj7u7Ox7u6zXTNBB/RjwCTnFcsumVUWNCeFgKRs3Vl/+hiTH5jmqr9ZOqjkdK7HVCbQcV0kKOj56lVXTLOFV2M6RNdwJJbQ5mUqOS9K3wyLC5z+6nSM92lJFPZEYZj9EU6iMAzTJRBBHLrguuTwgQCsNZVzQV4Y9q1TT9pooE94nKiIxROmCfyjVx/peHu+f/IIR88LFPECjkIrn75/ykh85fCB+M/VRyifq8l2JIwL872SOW0myG3jQDKYUBEK4KKJA1FXlb5qyQnfOH6osip+SE+zvwOFyprICb1MAprCJHZ3SxjzNuzD3A378Nbi7ZixWh1YMW0HqQwW0hryIqzYjzXGTCbdFftaw9qitl3q/qIdVQ1tEVeqPYXPSo2URKFSPgJx7K3YnpQZ2dGU1Mq260SJxRO28hUVIT9GEpkYKwP2QmLViSKuW3R8Fd/1xAN7J1+rVZ4ncNsrS7B5Xzt+88Yy7flin/avq9BMaN1KQORrrBDdc6P71WrjVSmOU14ay8vXlXxB52u3n3NwcluICfR7y3bgrD99jOXbkv5e6TpR6FimSuhHFXMvQUc4hu2pMYtWLlNfD3EtpuOROIfEefbdJ+fhe0/Nx0/+twj3TUlKaoqAXCJRuGMvkUgmSlX0S81pxTEWtehE6UiN+eJnaGyL4IMVO7XH5eOoLJD8W9mJIhJjJKhrtW9i8bgm8yYQ8oIC2omSgJxQy2yfax0QOZqnywm2YoImUTLJz/pzlDhTEbLoWIq4JOclzr8tDe2IJ5JB/h3N+etGoddor6QRnW4DzeGojOV/d+E4AMBdF2RfPGa3/rWDKjiIRIy4ZlsVwzRl0MkPOE9i0ySsOJyK2eOIYRjv4CQKwzBdApW0w/De1QD0RZ6KxrYI3l68LSMjbyA5Ab/j3OQC/8+XHYrhvaqVz6ML63SdKGtJtS8AjOxTkzYBJIJ5J4zqrd1HPURkSsVYnkpx1VeG8PuvTMCpo/sqn0sruuhv3ZJl5ROgXuB6EbAa2L0KC391Bh76+kTD/VS2REVbWH9cXoBlEtAMR4V8hn7fdU/Px9cemZ1WKx0AWlMBpPKg36QRLCg2DXhGx2rxGMtgfJg0qpe2GJfHWnkxq/ItyRThuSIfZ3IADdDHuZ/8b6HhflpRKCdUWsNR2ySKPCY7lXZ0wsRUtbuQC8oWq4CW+N60ulcERUVAQkiL0HHkwxU78b+5mwBQLwq/Fsxwq9ss0+twtojvRsetUuyY87ITJd1xTQNvblZw06HnquOGAjBW+3778blaUhSw6URReE+oruuxeMJSaqYtEsPtKZ192o2ldaLE4tp1knp36PJjUSQSCU2a9cX5m7XnVJEuikJVMVv5xn33JL0oR3SOWHmiiLFSzMPufGOp4XH5ONLlV43fOZFIaJ2DNFg5UvI1ueiwA3Ds8J4Y3qvG1I1YGTL+TT97W2OHYS6S6bxE64DI8ZzTjssinIPT3/ayIwcXcEtI8k6az0YV8nmZvJ+gTDG+fUz83LyGziOcSEl5gbj2B9LIeV1x9GB8ftvp+PoxQ0yPOeWWL43GwO6VuPXsMRm9jp7DYqwViR6ra9S+tuwL6Jxi8r8qwqQowzDewUkUhmG6BGJBQieAog3YLiB21aNz8L2n5uP3U1ZaPgcwBxtnr9uLq48fhsV3nIHzDz0A500YgJ99aTSe/c4x2nOm/uRkw2u6KYJ8gkg8bljUXXvicFSEAiZjzAMkaTIRFAgFfHjp+8fhtxeOxWlj+sCKYpYSoITJQsmfZtEaIIspGgzJRc5LHE90L3mlW1weDOCssf0x/ZZTcP9XJgAwyiCpoJ0o8uQ9nIUnytYGcwVeezh9QLNNIa1kMpYv8mNtf2XNrhYc+dv38dA0s3Sc06Do7y8ZjxG9a7Qq7adnbzQ8/u6yHYa/c0lETlmyDe+T95MVMGorzIEIq3GOJhluPnO04bHWTvskivw5FS52OortpbrlbkKDv0DyuiZul0myPLTyHgBufiHpkaHJKAV8mi9Nc5rxygkz1+zWOoVo4NQLqaMI6Vwt5spwFXR/5BrQlaHnvSrISKG6826O8VOWbgcAXH3cUFNiXvUbWXaipO6mr1EFzqPxBDbsaVO+h9U1UOumiMa1bkx6DeyWGiOaOiJYurXJ4j30/euG50A2fLZeLUU4lHTCCqmhiIWcl0D8Dpv2GmXg5K7tgEXQkf4pB3WFXO454/vjgUsPxTPfOQZ+v8/UjSgnuOXjxZhEybQTJbsOCBltvCnCpK34ba85fhgGp+mG9pqQhZyX7Ivh/P3SJ1G6KeYQXtGR2tffPmGY6108dtCCLfG59POtju/uOc5JDqivxPRbTsW3Txye0et8Pp9W6NKidaJYJ1G2NrTjiwy91LLpuhQyrgH2RGGY/RJOojAM0yXQq2PNWsx2nSgLNjUAAF5OY55sNUESATW/34fvnjQCxwzviSuOHozzDx1gWIjS56q4b8pKbQEzoK4CP09V68hyBWP6GyVrRJVWwO/DxMHd8bWjh9hOyDVTyzTzvXxqA6voVOiMW0F/c1pZmUtgT/X9vV7oDOxepclP2AVxAWMninxsqjTexx6g7k4S58aTCkmP6at34ZFP1toGMcV2UB37gI+TKKXAba8swe6WMO5RyFE5/cmEhNaelHTe+8t32j097XFtxZ6WTnz3yfn41uNztfsmjzF2pqmS1Hbj2PJfn4WpPzkZB/c3nhvNHVH85YMvtL/lThU5cHfu+AHpv4BD0vk85MKoPjW6RErqdxBJC0APKqX7bHqt7ZPSHt/Z3Gn3Ekdc8fBs7fYfv3qodtuLDhFjN427kmRes5J0c+Vqci3TapCJTNOJQj461wDS1JU78a3/foZd5Dg6eIB+XtpV+1oZ3KvkvDoVnRexeBwX/n2G8j06o3Fll7EI8IajcW2fVZMAfrfK5BjR3BHFr4kUHoV+lUz9Odzi//4zR7t9H+l+o2OAnvRQd6KoXkORg7JWSUv6t1w4c8uXRuN3F47DH1JFJoIqyRNFNpKfulLvLDhscD16VuueHXZeOCqy7YCQ0bx6irATRSSZetZ4k8TPBCs5L3EcZjr2yddx2XsJgKPuazfoiMTw+cZ9ltvhJWeN7a/dFseilx2NbiDOa60TJWD2PhVk0+08aWTPjF9z6KB6APp4VoqdrAzDZA8nURiG6RIIHwh/hp0ognTdDpkEgn934Tj8+bLDTBO8GptOFEBfLNAKKbmyTt4O3bvD2XCuBRZsvs/GPW04/K73cP+75u6cJ2ZtMAQYvUJ0lKQzgAaMSZQV2/Sqz5zkvBJC5iq/iwtqWGsHlfsyJ1HMv+2fLj1M+T4NKbmlxVsaTY/96LmFuOvN5fh0zR7L7WgTUibkODV1orCcV1FiV1HrNCiaqYGnSNrRTionyCbXAUUV8sDuVRjVpwYTBtVjRErK0S5QVVkWwLBe1ThscD36E08r+bNuS/kyaK9LjUlfOzopd+LmEBF1qdqZcu6EAbjxtFH47zVHaUnpcCyOhrYwbn15sfY8ETRP99niGuT3+dC3WzIoubOp09WOkX7k95B9dtyAmhMHS6yS9JuP6YlEt02AMzH/pfObXBNQ33j0M7y/PJlIEYw7oE67La4pC1NFLxSrbhyVsTwNyI5OJYAjsYSlrBUAHD08GWC79iS9glpcp9fubsWdryeTJDSALwpmmtojmDi4u/J9O6OxogrA0Ws4HQPkpIeV55pVILZ3bbnyefIxQ5Nd8nv1qC7DFUcPNiVJ5GuAPMem3nJ/ueww/OxLetdhpvtc747O7ZwrZl9CsU+cFC95jdaJIidRFP6XTqgus+9aAozFSV4y7o538Nn6ZBLFzU7WTOlRnRynqIzmShckV91GrOXF9cnut6eJMJXEKyXo9+GWs0ZnJVN23Ihehm1hTxSG2b8o/FWSYRjGBcQEJtNOFEG6+bjsIfKnSw/NbAORfkInAueGJIq0SDQFzEVFrcOqLCdyXv+ZsQ772iL464erTY/d9soSPPDeKoM+uBe0KzocrKCBpFayCMq2qiyRSGi67G7LpaTDaRKFBqFNkhWKybxVVfHe1jCaOiJYRpJPMqt3qVvjo7G49jq6IDVrWBdfsIABJqQq6VSoAuK0kvP3l4zH7y8Zn3ESpTMaxztLt+Pg29/BVx/61PBYRySGhZsalJ8tJ0Rj8YQpSV0W9OPdH52IV687XpNncBKnqggFMO3mUzTpxN2kGv6CQwdoFYfJ5/q1MTSk+YG4t3iOKK5judKzugw/Ov1ADKivRBnxN/j168sMBtAiQGk35tKxJuj3abJj1BsiW6gufPcq/fYSRYI3V6iHmpW8ULFCk3xuX59oEiWdxBT9ZLcCwgs36791PzK22BWJZGIsL7zWrjxmCEb0Tp7v6bZdSGuGyDbQOdreVBfeh+RcErJA+9oiOKBePUZ2RuKejCHZQo8lOp8UcqniOm4VLFT9DhccOsAkkeSkE0XuZrVCDoQPqDPu67PH6VX3g3pUYVCPKk0SN9N9rhUsuSXnVYTjjWoNUiiszg3aRZgJrVLhxqGK+U++OlFoAq81T59Jue/i8bj8qEE4/eB+AIAlW/T5//dOHmH1soJRWWZMotj99uI5ParLDNco1WXisMH1+N7JIzI6p28752BMHtMX501IdiDrHnLFdz4zDOMdhb9KMgzDuEC2niiCdB0H8gTpuCzaf2UTTBlVpVu13IkSUy88nQZTnBjLWy0u6aIvly4PJ4jqY1W1mFMyqaql2MlKeE2ZhYSBDK2Ys0pa0GCorEsuaOmIYtNetR68wMrk/uYXFuGuN5cDMMrOydV8pSKTsz8jd6bJ68G7LxpnCHKfM34AvpLSqXfC+IHJqvLOSAzXPjEPADBH0uP//Tsrcf6DM5TSck49A3ySPIX4XhNSn//vq45Qvq4s6NeqmEVQFAB+ec7BhgpWWgktAk1uJgljGSbFM4V6ObxEJCyp11ZdlbXsJA0y+f0+wxjzyoKtOW2bkFUb3a/WENS4b4pZbi5XxPU8FPAXdVAzHW4rAm0lCZp0iXwaofJi31ENfrvK43RJFLptIknTGo4SGbcEDuxbY36DFM2SDj+QXuqsnpxDy7apK7vDsbhltX0+oL/vP688XNP2B4xBypDUqWXVwaH6HcYNrFc8Tz1u0jm20y4D2olyx7kHmxLrqt8pW/m+iOYdlaOcVxGPN25127iBuL6aOlEyXPMIetUYO6LGkk43QSESGvnqfqF89chBuPui8crzLJ++ME4R5/GOpqR3I03k3nT6gYbnirVpWcBvGA9U0l92EttWfHPSMDxy1RFE/rS0OlkZhnGHwl8lGYZhXEDTkicTJVG9skAhASGTLokiBxlpQNEpdME39oBu+N93j8UT3zxKu0/ZiSK1oMsLP7HAcLroFGtjuwmf1a6gixm7JIwbiO6hSodJlHMnmH0Jsk6ieGjcmw5XOlFSvxPtfLKqLm/pjKY9dtotpJeojxBNdsn7nSu0ihP6q8vdSwkYf7OKkB80liFXqgr5LBWhgE+Ty+qMxrWOD5l/T18HAHj4k3Wmx+TAnZDisUIOVIUdyGSJx0TleZ/acvSqKTfo7tOgnOaL4GIANFN5xkwJBdVBWznJauWh1NSu+0wF/T5DYCJt0D0Nbakx/8dnHGS4X5ZXcwMqCSPGv2LoBsgUt30V1pCuw3TFJ/Sj3Q4gyX5HdklFq+uXSs5r2qqkR8ZL87cYZFjsuq+EtxodO0Qy0gqabF1r0ckJ0EBx/q+Ru1r0jrvTx/Q1zHWo74fcqWX1W6u6R5RJDIskQjyLJAqdHwccBv51X6jM9nlkP+hEiWhJlMJ7ZJRZ/E5CHjaQ4TZeeqSx6ENVWFSIJMr1p4zM+2eWGmIdOH31bgBGr6MbThuFWT8/TZMWbU79huUhv2GdrjpaRFImF+z8uhiG6bpwEoVhmC5BTARFyMRarjyyI516gDxBEnIxmUArmkMBP44c2sNgaiwSB1SP2M4TJRqLawFrp5VjAQemllYJJfrZ93pQHUwR1VmyBrYVNeXm57V0Zmcs/8uXl2i3TxvTBwC0CbrXiKDD9kb7yb2dsbxYCHcjCwir/bhgU4OtHjyQlCRJh52xNMt5FT9yEE9eD5YHAwaZLTnI9chVR1q+d0UooI2XndF42o48VUBTDnDLAREZcRkQ45wIvNgFY0XgSIypYuEu6+7rz3dfikckyd00eqW/m77N9tczKzmdRpJEEds4uEfSd6BXjmbEwl9J7r4c1KNK9fScoPKfxRzUFOxq7sQvX1mMeRuM3Vt23mbZsI1cd9rTVEjT/eV2AEnIzgnszodMjOUFx4/saQh+2SUxdAkZ/XNUckeTRvYy/C3kXuykT0WytBAJvF2pa/aAugr4STIRMCYKxJipdaJYdHA47Z6zks+jc1Knwx/9HfrUmudoqmmu/rtn14nilrF8aziGNxdty+m93KYU5Ly0LsIsOlF+nvLEef36Sco1XItF17WX9Mxgnbq/UpFmvd2vrgL96pLdtLQT5feXjEevmnL89fLD4NXVXRvPSrAIg2GY7Cn8VZJhGMYFxAKMLnTpoipdgCRdEsWNYAUNxonbdLEqghZGTxTj5JF+j0VEK96p7JQTY3mrd6KTxJlr9uAn/1uoVW27jdgXTuW8VIHObPSN4/EE/jdvs/b38F41mPmzU/HRT07J+L2yQetEicVtK1hpEiWeMP6eYpF58oG9tfuobI1MOs8gJ9V5VHpFZktDO95ftiPte3RFXl2wBcfd/YHtb1kMyAtA2ZekIuRHQ7v1uS6bB1MqQwEtOUgNTK1QjcWZJlFEoEqcF+KcsDPM1TpRUt9TJHPoAp4Om1qQJ8OKZju8MJan22wVHJMrxq2uJ41SJwoAHJTqCrKS/XOKGGdEku2Y4T0AABMUkkC5onuJ+bVrcDFXkt72yhI8OWsjfv3GcoP0mtuJHzoO7GsL2zzTmJxwezvk49+uI9TqMVWw/pSDktfE8yccoMuwxBK2SYzVO5NjN70OqhIGt597sOFvYWouCgxG9qnBzWcau6xEZ5ib3WxOEd5PvVJjt6EThdyWjeBjGch5qfarnJQRiLHa71NL71jxzUnDcOroPjjloD6Oni+OrUyLO8T3d8tYHgCue3p+Tu/lNrpkWeHDQyELOS/dzyrzbbz2pBFYf8+XMW5gHSpDAdNco82i69ptRKGASOoUC/3rMvO4yxeyIsHkMeZzvTx1zIriubKgH0cP74nPbj1NqVQAmBPf2VAKRRgMw7hP4a+SDMMwGbKjqQOvLthimFyrJtZ0oZuu0i8TT5Srjh2S0fYKqklCREgt0cWKMEWnAa1qWc6LLPzoNjutgtFkbhQlere8sAg/f2mx5QJWrtZ8Yd5m/Pn9Lxx9bqZocl4OO1FU1e3Z+La0SQkFvx8YUF/pWFYsV+jx8NpCa48BebFn7FBK3j5nwgD86dJD8dFPTgZg3JdCsz0aj6dNorRbPD6ohx7Mk3WJZb71+Fzbx7sqNz67AFsbO3Dq/dMKvSm2yOe2vCAsDwZsF4l252llWUCTzuiMxNMmrFXBOCoV9cPJo0wyhzLyOCdebyfFIqrCReW56N6iCYVdpOPKCz8DPbjvXicKvZ5YBcdMSRSLH6mhzdyJIhLYuQagWqQkyrHDkwEOLwLMumyaDyrvjGJj/sZ9AICFmxoM8mZuy2rSecGe1rBtsYUqce8WcqA6K08UKZEK6MdSWVAvKojEE8rtlyVb//7RGu22KnEzsHul4e/BUgfVYYPqcd0pI/Gjyclr5SEDupFEbP6TKCIhKr6nZSeKVmltTEjLqLrXVOeUGEPeXJzswvh0zR4M/dmb+OUrS0zb4YTbzjkY/7n6SMfdE9nKMHamOnbT+eGkI98SsZngRPYyXwjvGVkmMltPFNP7B/0mtYLWPPiTxOMJ7XMuPnyg55+XCenWwYWiQpJeO0mRMBUJaTGPEOepWM+qvtkJo3or7s2MUijCYBjGfQp/lWQYhsmQc/86HTc+uwA3PPO5dp/KE4XqyqcLkKSbPNLX33T6QTbPtIYG+sUihQbLhJxJyEbOi24HXUQ4NcjTAwvG+/e2hvHc3E14Zs5GQwXq83M3aVXpKvmD5duaHH1uprRn6Imi6kQRJrKZIAcCrWRtvIIGAuziY3LVN5VeobITFxx2AIb2SvpVVJB9KcwjOyLxtHJeVkkUEVR5/fpJOHRQve17MMAdry3Fqwu2pH9inqDns3xuy1W68iJWxi7wVSnJeVHO/OPHad+roS2MD5bvBACccXBf/HCyfcIOILKFcePYZSfFIiSERJA6nceH34E0YqZosmMuBtrKDD4u6t9RlvuzGvfEtYFWi4trVDadf4JEIqF114mxXPNv8SDArM0XiJxXMQdBrLbNrU0WxzqdXyQS9oFm+tned6JYjz+ZGMtTuSLqiaI612VZuW+eMMxy+wBzIrmX1J0nPu/7p4zAQ1+fiCe+ebSW1CzEsSeSKEL2UyXhBRAj+Lj1PBBQd7mpjoupK3ca/r784VkAgHdT3apuBnJVezWYZSeKuHaVOyzsscJp13ghKAk5L4V0c7bUS4nStjx4orSSNYaVVGihcLN4w03k+ckhA8yebWIsFWsju4KZD398Ev591RGYNIo7URiGyY7CXyUZhmEyRMgjvL1kuxY81jxRyKhGJ4TpFkzppo5iglRTHkRdVeam8oBsSpxKopAFVUtqcm1nLE/1qOniooeNnBLFSdXtW4t1neafvrAIH65ILnpV+3C4jaF0LrSHk9/NqSfKwO5q3fxNe9sy+tw2KTnhpjeBE4xJFOvfSE72PDl7A3amTBI1zWhpEUED4SLw2RGJpZXr+mjlLs1cl6Ila4LFufAqNh6buR43Prug0JsBIPm7L92qJ0Dlc1vWvc/GA0p7bSigHXud0ZhhrF25o9n0fDmIdvWjn2HK0u0AMvB+Sp23/5y2Fku3NmqdNnavF4HaFduT27QsTYLYiw6GCJGZcgu6O6mROsUs56V+r4ZUEoW+R7XWiRKzHbPs6IzGtXFLSFh6GWCOkaRasIDdAE7oiMSwt1UtreXGsbeloR2H/+Y9/OLlxab3szOXj3ko51UmBfPsrsNW57TejabfJ4LE5UG/llCNxhPKxMBWyZfsRFK1XF0exCWHD8TFEwfileuOxzs/PNHUwdtNKmwR2xMK+HHW2P7oUV1GTM7zf+wJKVbRiWKU86JzVTkhrf6tVQHhfgp5oO+fbG+k7XWnRplFcD4dQoqyK3ei6AU4hQ8P6dK2cpdsahtd2I9ysiiXQgCnaEF+vy/nY8ktrjwmqa4gyw0WC/I6UCXzLI5ZEROwK5gZ3rsGp43p68q26Z4onERhmP2J4hi9GYZhsmRvKqgTVQSf6GIlnYlkuuI3ETDIZd5OF9ligufz+bRFnQjgG4zlbTxRxMI7k0SGVfU0DX7J0j4iqKiqSs1VB9+KtkhyMVPlMInSx8L4vdHGx0FFq5ScyESb2w3oos4ugNUmyQ78/p2VuOgfMwHowUB5IUwrZfUkShwPf7I27Xb9c5r5ORFNEoenEplQDBVrf3xvFT5auUv7mwaUEomE6dhL14kCAOMOqFPeX11m3YmiQg4yLdjUoN0ud7AdgB6wXLatCVf+e472/ewCWE4CR1T+w864OlvEseFmoM0nlQioJL3k6mqroPW+lBQPfVyMJR+v2oXDfvMenp+7KeNtpIlcIWEp9oEXcl4RrejCpwXjMjWazhdPztpg+Zgbx94LczejuTOKp2dvNAXI7TyM6Jwh230XjcVx5+tLTffL56JdQMzqMXE3lfPqNHSiUE+U9PtRTu7+4SsTcP9XJ+DQQfWaLxClrtKYVFCd09lKS7mBuKar5LxUt8VvLAcLR/apAWCWVP3eySNwznizF8GBfVPPT40bRw3tYXjc606NYJYyjLqcV9ftRNE8UYqgMMaqEyWidRHmPu+Ur3PyvNoLhGdHTUUw7+sLK+487xBMv+UU5flaDOxp6TT8rZKPFWsnsXZ04/hwAneiMMz+CUc+GIYpKWSNbhF8EdVJdKHq8/nIAjCdsbwzOS/3OhPMCZVtjUkZmTKHnijhLEwgrYzl7SaAL3++xfTZ2jZ4VEEpEkpOjeWtgo6ZTmzzsYiyg/6WdoEd1XZu3pc8fiKKcwEAKsmxJAIendGYliSzY4+iErqYTEhLCeqrUSj++bExKRY3BEQTJik5J4GjAfVqU9K2cEyruOyIxJRjLQ3I2gWZnAawaFx1b2vYUYWtHIy99qThpufQZJIIqm7e145/fbxGq+zOlkQi4UkSRRhcC1RB5wqHnij7UuMATZyKa9SK7c1oaIvgpy8syngbxXhWEdJlljRjYQ+uMfp+9pNgXXEGQeySUm4EbmhBhTwvsLu+08/OdjteW7gVj85Yb7o/JB2PuXWiKOS8An6DjJsqoP7vq44w/K3qxrSjmyQVpCo2sAoUe83aXS2aTKfw56P7WNwHmIOE4v+TDuyNsw7ph0f+L7mfaCdKj+oy3HLWaIuut+QYLuavcvW/m92/X0l5Tpx4oN5FFJTkyZzSSbqYcqGYO1H08yM/HoB2WPkFaWO3B9JT6bqy3aAltbaR13aFxO/3WXbzFwPNkr+lKoki1Bi2NiQ7CN3oVHKCGK/mrN+L2Wv35OUzGYYpPBz5YBimpKB+HYDeaWBlNuhU7zzdfEtlXJ8NYsJ1/Mie2n0iYPB+SvffqSdKOItFnXhruRPFbv+s3tkCQL3Q96qCUgTVKh0uNAbUG01ddfmgzLav0EkU2rbeo9paNs7OxDlqIV1UrfBE6UzjhyJQnR+aObPFYpaTK2oyDcblA3oaqwKn5SE/3vnhiTjxwN6YfsspyvewCmbG4gltjFKdj7F4wlBtbxdkctIRA5gDccL3x1bOK6C+dlBoIll8xqLNjfjdWyvwq1fNFfWZQMdgN+S8nv720bjxtFG4aKLRvLZMkYiSO3zka4rowBFSmnTXyN2S2SDGXSpf6WWAmSaatWRNAboBnNDUbh7rTzkoGRR2I4lC/W/kPJLd9ZN+dLaSa7tb1AllcyeK8/NWIPsiAXInit5hoSoQmSD5fDn1nRPUVxolVlWyl2UFOvaoPJyYCtK5T+9a2nFnTDqIbT1scD0euvJwzXOthiRe/nr5YZafrX/nRMpk2zsfukE9qrDkzjPx2NVHks/PshNFyHk5vAZZkW+J2EwoJonWMosuLW3e6cJ+lItF5GPRC1pSCQGaqGTsOelAowG8yiuze1VyvBUxAfk880qijl5/Lv3XLE8+g2GY4oMjHAzDlBRykPuZORvx4YodxGxQNiQVeqXmBROtfpYlT2T0JErm20z56Ccn4+9fm4gvj+uv3ScHm9fsatFuyzrTNFihySllsFF+RWBB9bcK+tkiwKDar27QLuS8HHaiUJkdQN9vmXbKbNzTmtHzveCbk5IGts02VXGNisAakDymoxaVelRuQyzg6ALVLkAtn3eJREJ7rdXipEiUCooOu9+1UFA5HlXgtDwYwEH9avH4NUdZVixaJc38Pl0uqjMSN420D05djdtIAsIuyOS0E8XKI8peFkiqficHsDAyPXdCf+XjADBt1S7kAg3kuhEgOm5EL/zo9ANN+1P2m0jeZ9yvtBPlxe8dh28cPxSAHqCgyV43KmpFUphWmHrqiULMiUXFarEmUc4Z39/w9/mHDsBXjxgEQO8g29nUgXeXbjd1kjiBHvYxSZbLLslOPyubzwXUFcVAhp4oFoUtqq5b2pFGOyzE/Qf11WW55LnXUcOMslPpkP0WVNup+XNE89sFRbs/xHc/gBSi0PNbn0MbO1FMRRrl5k5XFTRBG47FTVXmbstd1ZQHDe8pOlEy7TzrcEnOq5jlT8MWUrCFQPMLksZllepAtojuf0FHJI77pqxAR8S7YiqRqFElAhg19ZIPqZ2cl1Wnkjweu0Uxn88Mw3gHn/kMw5QUckDlpflbcM1jczUTYFMnik0ghiYO0nqiEPmPXBjUowpnj+tvkLSRFwnLt+nySnK1Eg1yZCP9ko2cF5AKzpPtvOrYpBGhVxIoeieK84XGaKJLTuWqMuG2HKvJ3UB0jKh8SIDkb7XcwvS6gwS95KAN7URRVcFddexQy20aLWm+0/PJKjDNSRQ1+ZCMyBQaO1UlHp0kM62TaT7SiWI+H2es3m16vhVOu+76dlNLi9klnOXtp4G3f191JO65aBx+QoxX5WCflQSWU2giywupEoEslQSYq6vpNWn8wDptvze0h03PtwuYOqU9bJZv9NJ0W4xfoRKQ86JjbW15EN87eYQuVZV67Kw/f4LvPDEPT83ZmPH70+NY3gd2naYxSQIwG2TDYIF8ntI5TrU0FlkF3VVyXjTAFiS/u9j+n509WvmZj/zfETl3EKjGR3FfZ54TeCuJhGef2uRY2a+uAi9//zhMu/lkw3NlSVzqJ0SpIR1pNTbdaTSY+ds3lxu6YgB3O1FUiH2eaQGQW8byRdyIkpVEsFdoHUtSgtFNTxRVkvjvH63BC/M25/zeVqiudYw9FVJxhWoeJ69D5OMjU39MpxSzPB/DMN5R+KskwzBMBlhVi27c2wbARs5L5edB3iutJ4owlvdg1GxoM07ubjlLD9TJEhL0e4igWyYBNytj+XRBkObOqLZ4HtmnRqvG86p6ty2LhUa5wksmUzmvYmDtbr0bRpXc2trQbrpPQH0ZZEkGGuxUBXRUlVqXpDTF5c2gx6GlJj1nUZS0dBQ2iaIKHtEAvipo7aQylR5vxw7X5Qr9Pr1695MvdmvePQJ5/LKras/V/NsuOGRahJPjt19dBS47arChCll+K3rtyaaS1diJ4t30XLUP5PvoMRAK+LUgxqa9yd+uIkg7UdyU8yIV8FkaQDtBHEcBv8/Tz3EDsa03njYK8247HaP7ddOOTXGqiED0ba8syfj96TjdLnUcdtocx3FFciJT6qvUHWOykTANmgX8PpMZuQptHyk6UYJ+vROFSmMO61lt+Mw3b5iEP146AZMP7pv289Khmqd56ftjx91vr9Bui2s8ABw2uDuGkH0A6NstCnisOgFqyvW5apVNd1rQ79MKLJ4gMo4Cr+WuQtkay7vkiVIsZuIqxBzfq6r9TLCSc4ylkZHNCPIW9Hi2KlJygzcXbwMALNvq3Wd0NWjnSV2VWlZRnsPI49PNpADGTYpZno9hGO8o/FWSYRgmA9ItfEy69jYLJlrh5NQTJR+tu4cMqNNuy4sZmuzQJMwy2Ca9E8V4f7ogSENrRE/a5CHwJIKQmSRRaKA3WzmvYoAGtZT+FOSY+P0l4w2PrSMJGPlYpUa3U1fuMi0yVMEBqw4CmoC0Wsz6fT48eMVE7W8vJRJKCdlIN9/slXylAGNANNPuLUF7WD8mDuiuS8PQThQA2N7UYXidnGyzG1Nol54dE4d0V95vF3iRz5d0sjLydotKxydmbcDo26ZgypJtTjZVQ4ztPp+3C3MnCVR53JE7BirSBDUSsth8Gtoi5s7DMg87RGgXZ6HMvZ2ie1z5tN9JHKrxDPezCposlL227DpR6Bwi204Uq30ufy16rUoAOHyo+vymBBSdKFoHUsCnPU6LWAb3qMLr10/Chz8+CUByLnbhYUZPoWxRJS+zDei7xcDulWkD5rIRe8SiA5q+j113mnw9kPE6KKnPXTM0lhdyXhbdU6VOLJ6wlGorBOJ4kq9FERflvEAOAXrcDe7hncn6e8t2AAD2tRWfN16xQucFdZXqJIrcYSuPI9edMhJzbj0Na353tqvb5mXXMMMwxUvhr5IMwzAZoOooocgJBbEAjMUTpgrnzpgeLEwXixCLi3wUndh5U9Bkh0hqhDLYKFVgQX5fFfvawgbDci8DXPR9M0la0aBndUpOItuAcCGZNKqXdlu1/fSnOnNsP8NjNz77uXZbXmTS7gAfzIHRY0f0hIzVQpZ2M1hp0vsAnHGIXsG7q1ltItyVUQXOZH+ZfLOnxZxEoeNqtt1bL87XJTBCAT++kqpwvu6UEbZmvHInnl1A9vKjBjvaFqsuKLvAixxMTBekkRfp7alEgOgGuP7pz02vsSPqZnDIBlXQVA5qysFz+ZpE/+6mMNzusPHSUNEeFh5Y+TGWjxI/MbE/0s0tCoXK+8zK2ywbaCJGHptsPVHI61bvbLF8nh3it60I+XH8SP36M5AkYQEpiZJIP18D9ATFwx+v065f9HcXwa+Za/Zor/H7fRg3sA7De9dk8W3sUSVlxXmX7yTKxMH1AIBbzx6T9rnanDF1rMUs/AdpwUu67jS7jsBcOz3Ske244pacV7FC90cxdKKUWfxO0Sy8IK2gYxidMxRDEonRoZ0oVtca+TdTzaP61Fa4nqR1Q1aOYZjSg898hmFKinRyLmZPlOTf/5mxDhPufBcLNjVoj7V16gED+r6ypAVAjeW9z6LYLeAjZDujWWxTtsbye9vCuhRGwPtOlHgW341W1IrKpVteXIyhP3sTc9btRUckho9W7sRTszeguUNdBWZldJtPLpmoV76qAtr0WJUDmOLnCAV8pqDNCSQ506+uwhQYHdO/G57+1tGG+yyrAbUkl/lzNHxCCij5HoVOHuSbRCKhrOQudMX7Vx/61HQfPf/lY87KpF2GBtHKg3787qJxmHbzyTh1dF9L7wPAnDSx06o/3KLDREY2hQaSx7KdlIp87Ug39rit3R+18BpwG1UAU5ZVkpPjFZKZMt2PquOjuTOzKluVB5aXVfpRUk0vfne7rotCokquyYHtXKDG3vK+tkuo0kKMB95dmdVni+vKscN74u4Lx2N4r2qcdGBvXHH0EMPz6DnhtPtGjDnhWBwPf5L0F4uQwpN8zOVokkL1aV76/tghEtdWcmoUWRJX9xMyfqNDB9VjdL9aTBrZK22A2+64tbtWuIHmiZLhuTNn3V4AxeEX4gV0/LPyucsnYhtkvyCteMyFbaSHAD2c3RhXrTh1dB8AwF0XjPXsM7oaTrwx5eRmvmS22BOFYfZPuuZMgGGYLku6zgerQNirC7aiuTOKn/xvofYY9Y+IxhJ4feFWDP3Zmxhz+xQ88el6w/voSRRvh810lYGJhL4ttDPEKYZghKKrxYqGtrDBjFeWeHAbzYMmg0AlbauWF7pf/eenOOzX7+HqRz/DrS8vwe0KA/lILK5VkxcSv9+nBaRVlcDipxLP+d93j9Ue+1KqM0W10KcyGicd2NskuRHw+3DcyF6G+8qF8a0piZLej0f8dj2rywHsf3JeVudGoQ2smxVyYjQgKgf0hvZ0Jm1x53mHaLfrq0IIBfyavr7deRyWuq3o/onFE5p+/i+/PMZxQmfi4Hr8aPKB+PYJw7T70gW/TMbyacaedHJfmf7K4hzLtIsjU1RVxj2l/VomnddyYFMEFAG1dE9rZ2bnemvqmKw2eKJ41+2oJVECpSTnRXxBNE+U3PcNNdyVE0lWnZytnVFDN4h83XCK+LxQwI/BPavw4U9Oxn+vOcp0jNKkXaZJFACYtXYP4vGEts3BgN/UQTl5TJ9svoItXz9GTwZRqU2B+E2b8uyT1Zrq/KqtsJbdEujG8nHD/3KQMhTw460bTsAT3zzKwedbjw/ed6Jkl5wV21xoOU6voL48xZAoKksl7q0LeHLfxt9/JSmH+6PJBxpldD28FohrnZUsFWOGFredeYjan0qev+Wrm4jlvBhm/6TwV0mGYZgMSCe5IRtaygtlGjAwVGDG4/jBM7r8ym2vLjVUROtJlMy32Sl1lSF8+8ThaZ8nFn/ZdKLQ6ulYGmNYnw+YMKgeALCtscMQOBcLUbuq8VzIphOFLoJUgUKaIHn58y22jxcaKy8SQP/dxL45cmgPXJzqXhEV3VZyDB/8+CT88dIJ+NrRg7FhT5vhMVVlvdD/Ni9k9eCXFeKn079LcQYpvcIqSJOPYG0ikcDCTQ22njpHDOmO2lQAnCZ85LHAaSKTeu7IXkYH9+9m+To5aUATus0dES3w+X/HDnW0HUAy6Hrj5FGG8TSdREk6TW0Z+XyRJYgy5cGpq3N6vVNUFbzyeXz/VyfggPpKLTGWqbxLa4aBRnFdppXxVnIubiCuW0G/rwTkvMwJa79NJ0qmXQ10TkR94uze6ztPzDX83ZJlEkAEbjM5vuIJIOEgRUmTKOXBgKGLN0j8ZQSj+1mPUdlCK6jfVngkifPusZnr8fLnm02Pe4VIctp5lwh0Y/nkPhfJINW13+/35Wyc7nUnigi+ZzuuHD2sh5ubUzToCc3cf0M3sEp2Rch25so54wdg7i8n44bTRhqKS7ycq4oEpqpbllFDx9GTDlQnu+XEH3eiMAzjJZxEYRimpIik6ZjoV1du+FuuEtnV3KkF6Pe26t4Am/a2m97rnx+v1W572Yny3HeOwYRB9ZYVfPd/ZYLB6PDRGesBkEBQBosJuvkxm8ApAPzp0kNxWCqJ0tYZM2gR69WJ3gSe4lonivPX0MlsNlVIHUUkN1UeFJ4u5uM9pqgEFQtKYQxsFZQa2L0KFx42UCm3oVp0iIWJXJkXsemCErJhogrXShKsqyMHJLX785BE+XDFTpz/4Axc/egc02PjDqgDAHxz0jAM753sFKFdabJfktMkCv1eNDALJBfBvzn/EPklAICm1HNFhSENZk9duRNAMimTjU47XVin+x6ZykHIj+cahFcldr1AtR+PHGaUSRvZpxYzfnYqrjpuKADz7/ngFRMNf99y1mjD3+f8dbrh+poOkcCmAdRQMDsDaCdEyfW8+OW89A5QgTj2xGlLj0WVHKkdhiRKah+I88aqe3DG6j2GvzfubVM+Lx1h6fMckXAmu0nlKusqQ4bzM+T3m86D+ipvK8O/PK6/6T66DT96bqHpcS9IJBJaIDeddwlgNJZv7ohoxRe5BCknDKyzfMzOE9AN9AIg5+MKvbb1ri23eWbpIuYrxeIHYu3H5+529qopNyWNvJyjLdnSBMBZApNJUhXS99WqHc3K52TqaecW7InCMPsnfOYzDFNSpFv49K+zNiQVvLE4WRH48apdtu/1+3d0nW8t6OLBvOzo4T3x6nXHY/zAeuXjFx8+ENNuPln7+94pKwzblMlk0UpbXJVECQX8ho4IamSv6Up7VL2ryXll0olik0SZ5EBu5PFPNzj+LK/pSHWgqCRAxPouoDDCFFITmS4w/T5dMuWm0w8EAHzt6MGaIbjcEWNXDfjPKw/HU986GjecNgoAWQzHiidJlQ+sgrL5kPN6Zs4mAEbTZIE4tipCAe2coclQWS6ndzdnQSNajT6qT63p8T7dKpSvExWgvWqSnyMS5R2RmBZYzNZ/hJ4H6WSA5ArodEFCWafbq4Sy28hjw/zbTteStlaMPUCv0r/7onH48nhjQPgbxw/F904eYbjvf3M3Od4m0Y1Eg+NeymzFFHJeJdWJQrzNEomE4frdFsmsK4T6g4kxSxzbTiuytzW2Z/U72SXjrYgnErhm0jBMGFiHX5w92vJ5Te36fuhRbUyiBAM+U+LGqVRgprzxg0m47pQR+NW55iSyLJvnFYlE8jgBkglLMRQ66kQRXU+xBLY06MVGuTQr2CUiyvPkiZJJ0pR2Kcvd7l2F5duTwf1i8a4rt/Tjy7x4LFO8KvjZ09Kp3e5nMR9izHSr1M+570vzDIFJjpU7URiG8RBOojAMU1LYyUfdfs7BpkWhquJ+9tpkYDGTSjoRgHNDhzcbVO31uhGx822i1dg08KIKABqTKHGEY3rgyfNOFEWiIB1BRWeG9n4OdNT/lic5HScI41cqMSeIKaTOxPcTVVpOqvZ//iU9AEWP6+tPGYk3b5iEO887RDOUliWXtIWs4tirKgvi+JG9tEWNdgx57PVQbFgnUbzfD3ZGnOK3LA/pVfi0E4XePmZ4D9x+zsGOPvNLY/XA+vmHDjA9nk6+QozdYlz7fGODvs0W3gzpMAae7Z9r6kRJM/bIQVfZVyqRoV9FrxpvgrgydGwY1afGUfCYFieojt+KUAC3nDXa4J+TyaVB70TRt81LOa8IkfMSMm7F6omiBw1pV1Xy/3giYRpnrIKg8zbsxbf++xk27DEm5qnHg/is6gyTKPEEsLXB3M2bjs7U716eQfdBPJFAt4oQXr1+Er5zojqgBgAtnXpyKBjwG+W8/GY5r+4OTNazYewBdbj5zNHKoN6+tojiFe6SSCRw8h8+wtf/PRv/mb4O335cl2Jz0tFD53ppGsEdI8+9aQK2Ik1CN1eCWSRNRXdXwO9zRUaqGLnrzWWF3gQDVkl0vXjM3bXY3F9O1m57dS2g3aaDHXrNMcn177q7z8a6u8+2LMaRx3OvvZUE+ZINYximuOAkCsMweSEai+Of09Zg0eaGnN4nYhOZOfHA3qb7VBMcMTnPRHtZTNyLqXNXyDplsqijSRS6IFYZy4cCPq0qsCMS0xJYoYBfl0Rwa1UtoUoUpINWCMpVSc0KzXZV900poNo3T83eCADY0ZSsdHOyCDzjkH7abfpefr8PhwyoQzDgR0UqmCZLxIgKYifJGr0TpTiDlG4jgudC719OHuQjWNuNGAY3dRgDdUKip6osqEyGipuHDa7Hs985Fn0dVkzWVYWw9ndnY/09X1YmfdMlUYSPitgWWvWcbfcOlUDa3WIvLyUvutNVMpqSKDl2Mpw1Nnk+Hju8Z07vkw5aga8qMrBCyMBNHqM2dgWM44gT3wqBCKbnuxMl4Pch5M/OaDpfiKQIlV4KkOSnfNxZyXld/I9P8f7ynfjx8wuxrbEdS7Y0AtD9MQD9PBNJWCcV2SL5l4l8m0AkaTIJeDm9bP/g1FHa7Ug0TopOkp4P+ZbzUvHv6es8/4zbX12KDXvaMGP1Hvz6jWWaFFt1WcBRtTb1RKHnSIY5YuN7ShNpemx7LedVlsXcVZxTlaGAK34h91w0Luf3cJO1u1qUksaFpIwUcFGiNl3QudCrphw/OSPZhb12l7kD3A3uenO5J++7P+Dz2Xv1yNeQdN21biF3RGVaPMMwTGlSROFAhmG6Mv+btxl3v70C5/1tRk6TDLtOFFVFrWqiPSjlLyKCun0caBxnY3TuNZEstok+lwYpVV0CZUFjJwrVIhaL4JjHcl6ZrFery80BOIEqwCN0wUsNTerMZuc4WRDT496q0l8ENdslbXxqzJwOEbTdHzpRZq7ZjcN+8x5eXbDFUvLs8U834IlP13u6HbUVekDwFclro4NU/eveCskA2Ycrdmi+Ok69UCh2Qbl00jHVZaITJbnfWjpyr9Km2zPeRocfMC+60+UX6iuNQddcE8pPzkomQsel2c5coWNjJoGol75/HBbcfjoG1FdaPoe+dyaXeTG+0A4q3Vg44XpgQvMZCfhJsqY4gx+tqU4Rev5ocl6JhKkbNJ0cz7bGDnzrv3Nxzl+nY96GfYZOFJFc0pIoDhJL4rzJpitVT6K4H/CqCAVww6kjASS/hzg/xTUrX50odhwxxOhF5EVhxxOz1DKlVQ49GcQ1IhKP48X5m13ZJjnwSAuaZP8ltxGJ47CFZ5kKlWdTLpw6JmmOXQT+7QCAU++fpt0+boS3SXynWPnxhV32RKGIsdOuk5cpTuTjIV+dKHJCuERr8xiGyRBOojAMkxfW7GzRbr+/fGfW72NX7UurrwUqqSvdWDI5Oa+rtK5AFIFQL43lnSIqubunKiYzCWQL6FMveWimdlsl21EW8GudKJ2RuCaHEfT7DAtrLxBBs0wSRNeeNALdq0L47kkjTAGSPa3JDo2gX9dCp90ppdSV0pYKeu0m+sp/vHRCxu9Dg3JWMcpKqRNpxurdaOmM6obADhYqIkDWWaSV3m5yzWOfoaEtghufXaDtI9Vi/7ZXl3q6HVRrf1B3o2wEraoV41k0lsCf3l+Fax6bi1+9lty2bH1IrKiVxuchkpxFVSoJKsb4xnZ3k5zpFtXysZxurJe7ONzy1KjwePFPv2cmht6hgB/1aQLNNDiaSeJDk5gjwfQQ2U63Exzi2hnw+7RtLtZOFNEpUk06LcV1MRY3yu8B1mbwgrKgH0u3Jv0P5m/YpyVpKGLcd9KJIqS4Iln4CHRGzTJubkK7mWRDavnY7+6RJ4odcvd0Nt082eLEVB7Qg4SJBDCwu3UCNRPkeR0NWr+xaJsrn2FFUOu+zNwTpbLMneOU7lP5/C00VUWSQLCSWdTWPR7Iqg3tWQ3A+9/EybyZyQx5n7qV8EyHPJY5kY5mGKb04VGcYZi8QKUS3lqc/SLJLmivkiYJKYLwoiJeLKrtZBzaUgEMLYlSwMqxZ759DAB9spiNKStth6YVq7JxuHhfg7G85omiV+96lXzQ97fzHX5AfSXm/fJ0/OxLo00V1ppxcVlAC+ZSI+y3l3i7cHeTe6asAGBMfB3jkQSQCBp0RGL437zN+Nojs3Hry4szOvY0OS+PzDqLCeodk4nkmdtQ2cNoPIEpS7bhix3NSCQSekAoFNDGs1g8gQenrgGg+/G4XSUrd6LIBr3dUt0zYoynFcl/ufywnD8/XWdNpp4oMtG4sWMi05FRBDUvnDgww1dmBj1nu9kUEGQD3WcZeaIoKoBpkNvtBEdM60Txeeq94gZ6J4pCzkvRiSJ3DSYSCXztkVn64+S6Hwz4lB0klalz04knipZwyWL/dSqSZ25CJYG0TpTUoCcnbmoddma4yXdPMnq67GvLXxLF6blPg9W0WyeXmZ9c+JPPwL04JjJJeneEzXKDuUDHyViRBV3dviZkixiX5a5q2kXoNl57PQruu3i8p++/P1IoTxR5LCuy05lhGI/gJArDMHmB6urnUnUoFj5fGtsPv/zyGJw3wWxgTFF1MojFvvi/V421nFdLStompnVGFG7YFAEmEagVgaBMdO2tUAVLaBKlIxI3aBFrnSgeSK0A+ndzotlNEc+3WmBVlQWwJ1XtubO5Q7v/+qfNBu6F5B9fmwgAmDi43vTYos2NpvvsjuFcEMGt9kgMP39pMQDg1QVbtYCjk0r2MpKI25/IZB+5DU1YTVu1E999cj5O/+PHCMfiWnC7okzvRFF1CbktXVgVChgSM3LgrIr4MCQSCS2JctmRg9KO806YvW6v7ePyItyJ1NU3jh9q+Dvb2Es8nkBrKlAnd+y4Df2equ7NXKDfP5PLgpATpIGPkIdJlEhMv54Xs5zXG4u2ojmVRKlRyXnFE6bKV7kTZdWOFs0HAzAmJ1sUXmEAUBlyNmZ/eXz/nPaf9rt73IkSjsa17RNdAGUB4/iT6VzDDeQxJ5+dKHYd2BQaJFR5y2UDnUd//+QRoKf3a9cf78pnWH925p1n7QrPppy2gVxbiq0L2ulx4TU0KUv3kZjbeJlEyeY3eX/ZDtz03AJlZ59AqAgcMqBbdhvIWCLPs726pshwJwrD7J9wEoVhmLxAJ6Ub9rRl/T4RIiP0rROG464Lx+KwwfX4+ZdGK5+v0n8XJrYiITP2AKMGPV3YiglxVJPzynrTc0ZPaKS2XxjL57D4F3rZKgmQsqBfa4nujMa06vag328IMHqxBhTvmY0vA2C9wKKSKPemOjpUHDGke1YSWW4h9Mo7HPqIhAJ+/OvKw13fDpG4E4b1As3vI5j+9ynfjzpR6OEa8XCxb8e/p68zGBbPXb9Pu90R1n+DimBAG8/WKYxUsz33rPD7fYbzT06iHNSvFkDy3D/9jx9r+vtee4QI5EV4yEEl46/OPQQLbz9D+/vDFbpUZSZ7b+YaPchd43FFPJV6c7vqOG7oxMnEWD55XFIJjqQBePJ2Nl0OdmgFCEUu50WT+9TnyGAsn0bO6+nZRk8M2qmyxyJoL7rEVGM2lbq56/yx2nlj51dnhd6J4s0YWUYkgXQ5L/OZWchr/S/O1ueubidR7ILBTs99GiSk/jm5FM/QxEzfbhWoIV1W4wfWZ/2+ThBdIJkEO1WeTblAv7/XXQ9O6F+nF7l97+QRNs/MH7RTiB53uo+Sl50omY9l33p8Ll76fAvuftvaPL5F4W/FuIM8f6vIl7F8EfmkMgyTPziJwjBMXqABCurlkCnRuLGasFtFCC9//3hce5J64q+SIhBV12Ki3JNoYfeuLddkswDdfD0ufW4h0BMayUptIcuRaSfK9FtO0W7f9sqS5HuqjOVJJ8q+tgj+O3M9AGMnCuBN8EkscLP1ZbCSh6CL4DH9rKvBXvjecbjwMG9ldewQ29+QgbzHGYf0y/hzBvWw1zi3qrz8fGMDAGddFk2p6lXZ4LwrQuMynRkkmjJlw55WLNrcoHzsN28sM/xNu8xE5XfA70Mo4NPGM1X1pBeV2TRBQM/RS48YhAF1+rG4mnho9ax2p8vqksPtz2e5KtypLjr9fW96boF225fB2PX+8h3aba9lKIydKG4nUfTbmVTzWgXGvOoSoSbjxS7nJaDXLhoIlo9TKtc1b8M+/PdTtbE4YD0Xq7DxRKFBX7/fpx3/Wcl5eWgsDxilJCOSnFf/+goM7lGF0f1qccGhB3jy+U74zokjcPrBfQG4n0SRpd0ozjtR9HOSBrNz6VSkr/X7fZg8pi/OPKQvfnz6gVm/p1P8WXQbCOlbt3wWaIFCMXSiiPH1jR9MQp/aijTPzg9HDOmu3abjkBizvLhOBnPoRBE8OWuj4W9xXemMxrT9zEkU95E7T7gThWEYL+EkCsMweSFMgiC5SAJQSSkn0AlOj1SyRCQMIsTj49snDEOvmnJ88OOTcDiZvN/4TLISNJqlvJSbUBm0zmgcryzYCgDY0pBZZ49K+kkl5xUM+LTgxrrdrdpCMhjwGarrvaik0+W8snt9rUVwsKosgAsPSwZMRvapye7N88CY/t0Q8PuwtbFDS+TJuOETMaRHte3jVkmUx7SEWvof6PWFyeN0fQ4daKXAspRZs4B2olx6xCDT83Op5D3p9x/hvL/NwLZG9bFBoUFVairv8+nJUFWwzYuhjvo60K6UiyYekAzIKsb18S51ohw1rIfj5w7rVY1TDurj6Ln0GkP3Yya7j8p7ZJJ8yQZ6zvbp5q4MID2mnfhp6M81y3kBepI2G9NyO7RijIBP6zjKxCMhX5wwqhcA4HcXjjPcLw6RmNITRd9Xs9bugR1WSRRNWk+RGKEBxqBfT8Rmk+iy+t3dQhw/4Vjc1BkYCvjx3k0n4s0bTvD8nEuHKOTZ52ISZW9rGK+l5ogqnCZR6HWguUOXghOJn2yg43yyG8yPf155BH5w2qis39MpIgGZyeEqurvc8m6h1evFkEQRv2uxSHkBybVWUOoMofMduwRhtjjxRLn2ibk4/YFphnmVFXe8thQTf/0eNu9rQ2un/nyvu033R8qDfkMnuFeJeRn52lEEpzPDMHmAkygMw+QFKvVgpxmbDj3x4WzRGyJReNGJEpY6UUIBH2798sGY+8vJpspcUUWfafLGC2gVHO0c+XD5TtXTLZEDFpFY3NpYXlHNE/T7DYHDmAfBJ60TJctIrtVi8LP1+7T9aCWVddmR5oB3vqkpD2oSCzubOgyPie82JiV/lAvpglfp5CsWWnRD7I9MWbrd8HdEk4/x45YvjcbFkmF4tslHWnm+brdZhkuGjrcigS3OAXF+qeT83JbzAoxm8vTYEpWZqk6/XKs2/3Xl4bjm+GG46DD7anNqmvzej050nDCn20x/00x+X3FNOiOHwKRTaCdKn1p3kyg0INiZQZBLJFzkSu+QR1JbUeKJIgJ1bkuGuYH43jWSd40u5wXEJOmZGat3Y2pKVq4lzVxr1lq1TxD1J5KhRtjJjrbsO3msfnc75I4xJ8+NRPVkE50TlgcDrns/ZYOQ1mrOYW4sc91T8/GLlxdbPu40YO7z6cFsMR/+7kkjcgpSUk+UbLuNs/9sXQrPKe1ud6IY5LwKO+7E4wntPHQrSeQWYp338MfrsGxrEx4nXXWj+uQ+/7X6PKvEVjQWxztLd+CLnS2Yvc46Qb15XxteXbAFj81cj+bOKP45ba3mP1UZKo4xp6vh8/lQRc7PXLxXc8ELj1CGYYoPToUzDJMX6AK7NRxDIpHIqPpv+bYmfPvxuZpcjlNZLWrgaNmJoniv40b0xMw1e7SuBRFMKIRJtCAUSCYvYvGEJssDAL+VqlTTIe/3P7y7Eu8rEjFBv08ZZC8L+g2VdBEPFoFiEZPtAru+yjpAILorOqIxRGNx7G4xVn/eef4hWX2m25QppGxi8QSaUlWD9STomy0Th3THByusk3DpkizDetl3sgDAaaP72H5GV0E26RZjXnnQjx7VZThrbD/N5wNIBnKzickYzjcH6zUamPt07W4A+gLTvhPF/YU+PZ6qFdJewYAPiBhfU51jYOeMQ/o5krqrLAtg2s0nI5CqjHaKG/EQEaTLRxCLdqLUlHvnieLUzymRSOjXVws5Ly89UUTPUDHKeYlkT5lUvKEZICcSkDd7+urdmL56Nz756SnK5KgTqHSoDC2aCPp9KAtmv//E9mXSidI3g+4pcQ3tjMW17XNagJNPKiS/Ozf4NE0XUlN7xPZxSsDvQzSe0JLwuY5TdP6Y74CyuKxlIrvT5sH4LObyhY650mu/W54vbhHy+9GBOP4zYx3+M2MdrjxmiPZYJslUp4jknlVXYhvZVzubrWWpT7hvquF39fvYDyUfVJYF0RoW15TCHMvcicIw+wc8kjMMkxfCUiC4MxrPqKrrpy8swuZ9eiu3044QarouAuui68JuUX3CqN6YuWaPtsBbsaMZQG5SZG5QEfSjNRxDZySOsoAf4VhcM2TOln9OW6u8PxjwKX+jUMCnSQHF4gnX5QgSiYQ2Ec1WZqPeosryulNGaIubjkgM5/x1OlZsb9Ye/+SnpxRs8i1DTXEFe1vD2varEkXXnTICD05dgx9NdqYtfs3xw9AZiVkGmdPtfyeSYl85YhA+WLETo13onClm5EV9WOteE/Ixxn0ZicdRicyPNbrA3y51KaXjvWVJ7w2RSBRJSpUnkhexLbqPqFScCCzI8nDlQX/Gnk+5MKRn+qSgjNU5ckC9vd8QRZNZy0MQixYC1Fa4uwwweAIpuhtV0EC9VRLFbamtKPHHEMnCYpTzikhjiEBscyyesKxk39ncgYY254FyyoD6ZBfkln1muUD6ebQTRdW1kg7NEyWDquHuGRQPhLROlLhBvrXYKNe6Y92XKLLigO7Ox6dQwI/OaBwtqQIOK5lPpwQKmETREpAO5q13vr4UCzY1YELK7D7X703x+4AYCuuhEIsnDBJZ+TLjdoq8Nuvtcuek6fPSHBtUwmuXTRJF/kkDfr+WRKkpL6593JWoLNPH9oJ1VRXfNIJhGA8ovpkkwzBdErlK8fqn52f0+rawMXnhdCEcUMh5iWCJXuVpfi9ZRuTNRduS/y/elslmu45YbLdFolqQ1s2FHSXo9ysrREXnjlhwRGJx7GjqwB/eWYmtFv4dmUAXINkusHvXluPSIwbhq0cMNATvzxk/wCDnRRMo4nXFghycen3hVhz52/cBALXlQaUfyU/OOAgf/vgk3HDaSEefUVkWwE1nHISxB1j7TlhVCa/53dmOTEhFYLjQuvNeQwNgfbuVa7+bOE/kcSbboC193U3PLzQ8RsfZL4/vb3rt4JQHjvhNRKdehyLg7UVwyyp4pnWiSJ/pRbVpvuhe7bzLQ1QDuyUXYwfdp7JMVK5k04lCu0zkc0SVSHaDKOlE8arbxQ2sAv/03BHjgdyhEQr4LT1P0tG3W3Jc39dm9ujQukT9yWKKkKJj0il6J4rz4z4TPwGtEyUaw/3vrgQALNzU4HwD80Q6idFMcZIgGNO/W9rnCMTxJoqIck32FrITRRQOOElePDpjPT7f2IBXFmwB4E73r8CnbUfy72gBxp8rHp6FyQ98rP1dSM9HFXLRmihM6G7TaZ4LuieK+rdoJN1b6aQSKQkktLG4p8KTknEHOn8oVMcPG8szzP5B6a5OGYYpKeQFwvvLd6IxgypJeU0YcjjZpxMaUbkvAjJ2nSheVcDmigho0wpTrwJv1FieIqo7xT6KxRO48MEZ+NvU1fi//8wxPDeThYbAoLmeZeDd5/Ph3kvG475LJmiJJyC5/4SUkarqs5BybTIikSeCez945nPtsTqLRaTP58Pw3jWuJixUcnE9qsscBz/EuVqIIEE+aQ/r3y8aS2jjiwgEh6SEQLYdXHbyefSY7t/NnOBqbE8GRcWYIYJZKpNUL+S86HFJ3114pciJwUJ3/jnl1rPHmO7L5Nohgqf5SKLQDhG3PVHiWXSi0A4GefyVx0C3EJ9ZHgwYigGKDb0TRZLzIucR7Xi7+rih2v2hgB97WrIzKtekT6Nx03UyKklt5uKJIsyWnQS87r5oHAb3qMJdF4x1/P6iwyUcMxdMFBNiXuf0nEnH+j3pvbIyqdQW54iYz+VauEOTgnLi3Gv8DjtR6ONivp1Jd2Ha7RCyYvEEdjZ14Ijfvo+fvbjItfd3wux1ak+kYkH2FRMSdV4VV6Qzln90xnrtNr1upfPB6FYRwrKtTQC8SwAxxgK86gJ1/BRXxIBhGK8onmgRwzBdGlWVYnOn8ySKvOBx2olCpUKEeWck9V56Naqi20IK3px0YG8AwC+/bA6W5RNVEiUTPfFMCPp9SpkNsfgLaMGnBLY2JmWFVu9s0Z737JyNGPurd/BqqorPKfS3dmh9YwvdP+WhAKn6NAYsygL+oqrEEwvFsCKQta81u+BYNlw80d6QOx3iXM3WSL1UoNriEaLBXyYlHQXZJlHsgvN0vFN1GexLjRviHBCJElUnihfnAn1LmqMRY4mc0HbiuVMMHDG0u+m+TH5fcex41VVI2d2sjx21Fe4GdDbubdNuO62qp4kC+ZjLpcvBillr92geB+VBP+l2Kb7xSTNDl8YOep4IKb6g34e90nVhT2t2nSj1lXrFvZzIpJ0ogO7XkmmSPBZPaEF5J7Jylx81GB//9BQM713j+DO05IRLHR5e4XYnipMEuKqT1Qq5E8VNT5R8z7k0Y/k0p7vKM8bNpLP4jRIJ4I1F29DQFsGzn21y7f0z5SuHDyzYZzvlhXlJT7kdTdmNa+lIJ/X2zJyN2m2aREk3t+2IxvC3qasBQOk/ybgDnX8UzhOl+OYRDMO4DydRGIbJC6oKu6Z251XG5iSKs4UXneiKBbVY7EctqjwBvcqytTOKRz5Zi2mrdgHQEzGFQkwMRUV5edC7wL/P51NqJIufQuw3qwXHz15aDAC48dkFGX0unYS6UQ1PkygVQb/2nUxJlCKTDqIVvk/N3mh4rFXROeAVuXa1yNJ4XRV6PEXjCby/LLlYFmOQPM7Eslxs2e1HsQ1lJDhMmbdhn+FvvRMlP54o9HxWfX35fFd1yBQjqiBwJknDjjwmUYb3zk9iKtNOFLWspu5p4QYb97Thsn/N0v4uC/oNHZVu+3vlij52qGXOAF3q1O/34ednj9buj8UTpqSKU4IBH6pTgfLWTnUSRYwduhxaZvuOdqm67c0jENf+YpRqo9h1x2aDk4RWJt4ycidKRY5JFNrFmvdOFJ/9vFUguh4obiad/URWrBjmRqL7rBS49sThnryvJvVmcWyM6qMncA1JlDRjX6nMY0qdYijU4iQKw+wfFFfEiGGYLosqYdLckX0nSshhiwKd0JRJshN2RqNikTdzzR7c9eZy7X6vuj6cIhbboiIw2+05bkRPR89Lmsgb74tLlahuLwDpb+22XnZ5KKB118hVn8Vm2VFO/ADW7W4xPHZQ3/yatN91wVicMKpXVq8tVmk8tzEkUWIJzFmflMp4I+WnZOpEydYTxWahKDpRKoJ+fLJqt+XzVu9IStuI86tTEbzLVkrPDpokUX0POdiwvanD9W3wAlVwLZNxsUPzRPH++nLq6D649+JxePOGSa6/95fG9tNuO/ZEiRo7tijyNTtX5M6MilDAkNwshmAmRWjzy4Fm+rfoYgr6fehfV4leKc39va1hbY5z85kH4TcZyGAFfD5NYkuW5NTkvFL7LZShb83qnc2YsmS7Nv8rC/o9qxoW71v0nSiisMOlZKHdNeKA+kr8/WsTMwqay+dmVc5yXoXvREmXRHlq9gbTfW56SIlLYTyRyLsvjAohqVlMCAUAmZMP6uPJ56WT87rgML0rmyZm7SRWAb0DGADOP3RALpvIFDtde5nDMEwKTqIwDJMXmhQJkwZFu7wVctW2SmZKBU2iBCVpEM0TRbGAsVrUFNozQwQFmlJJlLIsgw//vPJwR8/z+XyminGxa4QMmtvVu/Tt3PZlSHqiiICFMWBbbP4L1FheNnC/ZtLQvG7L148Zgie+eXRWrw3uJ50oRnkH83eVK9Sy7USxqzLuIAblx4+0TpR+/dghAPRxriVsPvbd9NUR0GH10MH1psdbpe2oK3Dnn1NUZteZHO/5NJb3+Xy49MjBOGRAnevv/bcrJuKCVJDIaSdKp00SJRR01xMlLAWpk0kU/XOLaYxasqVR8zSR943P59PuE+d8IHU9FlJLG4gvxnWnjHTsIwckA9vimE7biZJhMcXkBz7Gd5+ch398tAYA0M2jLhTA6DXSqyaZNLh4YvHJFon5rCqZnQ12BQs/nDwKZ4/rn9H7tUnJ7VyN5QvZieLUWH7GalUninvHqt6JYtwHQrIq3xRbJzYA3P/VCcr7e9Z40zWjS72pjw261qHXEquCmCNTMp+vL9yq3fftE7zpomH083NIz6q8fu6AOn19VgTNMAzD5IHiu2IyDNMlERPOH04epd137RPzHL9ebq9W+ZiooHNhEcwVAU5RbaRaPFgmUQq80BCfL6o4s+1Eqa0I4fAhZh1/lbSZjJA0k/enW8Q97EQJ+n2aZE5HJJ6ztreXlGkBoDj2tRllWfIRbFVxx7kHI+D34U+XHur4NeJcLaYApRfQQK9qITWydw2OGd5D+zuW5XlDvRvo+wF69X95yI8rjx1q+R7fSS3kxfmlihl4kS+mSdGTD+yNv39tIj788UnafTRYV1UWwEc/Odn9jfCAqrKASf7MSedVNBbHz19ajI9WJuUiC319yZWA34erjx8GIINOlFj6TpROlyr02xRBappEKZZuudlr9+Ccv04nvm3m62B5artF95b4GuKc/vMHqw3Pz+RaGvTrnShyYlNc78X7ZWssLyQq3fbloYhjKp4ABnZPBtZOP9ibKvZcENdzt45zuTJ+3AF6wnRXS+Z+Ejubja9x0xPFi45HO8THZVP8o0qWZ4vYBYlEwtAN/5P/LSyI/FMxXnus5C17eiQ9FkzTpUQLWGiHnlUnSt9uFab7SqUwpBR5+lvHYPKYPnjk/47I6+e+e5M+h01wK0pBeWfpdryzdHuhN4PZDyi+KybDMF0SESg5uH+3rF4vV23PTUnlpOOA7pXa7TJJVsiuE8UqSVMoszqBWOiI6tBcFj5HDethuq9/XaXimTq15UGcfnBfAPp+c9uQN2bwRMn9/Whgwufz6QGLSMxUmVxMlJMkSkObsWsrH94JKq4+fhiW3nkmTrSQWVAR0pJtXXtxkS6IGAz48ex3jtVkVLLNKdGkpXzuier/imAAdZUh9FMs4sW2APaBVbe7wADjMeDz+XD2uP4Go2gavFj267PQvUR02n0+nynA5iSo/N6yHQaz2kzMnouVTD2QIha+HwCRY3JpnO5QBCcDfp92nSmWRO/bS4xBANW+Edf+NqkTRZzT/VPVsfVVIcP9KuRTPeD3aefe7hZjAl8zlvcZ5bzC0fTje0KRrfXKDwUwztf0wpPiK5wQcl5uBc9lD6F+pFL6QiJJlC25Jr7o/DrfUlZOjeVH9zNKptaUB10tXqGdKPK1dvY6cxeM15RKEiUU8GXk55MJQlrOaq4aIffvIolFq+S7GHsp3TxMGu/vjBtYh0euOhKj8ix3XFMeNCTsmcLQGY3h2ifm4don5mXtB8cwTim+KybDMF0Sqnv+uwvHZfx6uTLo+JHO/BmuO2UkLpp4AB69+kgt6C8SOmLiqwpQWMWyCr3QEAEqUQWVi7zYDaeOwkXSgvoXKWPaA+rVyZTPfjlZ004WC2G3ExGiE8Xnc0dSaM46Y8JN+A60hWOGxZJX1W3ZosmORWJYvdPoiZKrnEYuZBpICO4nnihWycSHvj7R8Leuu517J4oc9BXa/+I3qio3/1aPXn2kdttOSsULrXqnMoyliBxYdJJc3iclR4tBGz9XyjP0yJDloSgVLsscyRKOAt0cvTiSKPJ8R9mlI+S8RCdKaveJ5IbY/5cdOTh5v82xJc8jAn4f+qcSsNsbjb5EMdkTJYNOlHbF7+hlEoXut1x95Lyksiz1WzqUwEvHba8uMfw9qk8Nbjh1JG4/5+C0hTJOyDWITT1RCpdEsR+f5cSt7A2UKz4iKybPBQrhTV3moAs93/j9Prz0/eMM91WVBT3z0RHXICtjedqJQju6rOa2qq4TL8c7pnCIQ9Lq2GG8h56He7LouGSYTOCRnGGYvECTKMLUPJPWeHlictoYZ5IMNeVBPPDVQwEA8zbsA6BfaDXTVsXiIWDRiVL4JEry81s6k4vtXLansiyABy49FNNW7cKeVNXGGQf3w/PXHothvaq15/WqKcfulk6cM76/IYAu9pvbXiKiE8UrmQfxHahPz+VHDcKvzj3Ek8/LFppEWbylUflYKaBp5rss+1ZsyMnEoN+HaDxh6LQQ9wNAtruDLuTlzxSdKCJQSIOjj19zlKmDyC4Y4UWc4rwJA/Dmom2aVnhXxkmSzNQBkGdpGy8ISd5j6dCMyhXXXDoGugE9X+7/iq63XxbwozMad72rMlvkY0eVYNI6UcLCWN7YidKY8pwTQTu7zrLyoN8QNA74fBjUIxlsf+C9VfjKEQO14Lue9BJjjPPOoxufXWC6z8vK7IDfp43D4npfjIncylRhiuw9kg0dkRhW7TAWXQQDftx0+oE5vzeQ7EbOdR5MEyf5TqKI8yCdnJfXXcpa0DWRMI07hUj0FXptY8XEwd0xpn83LN/WBMDbLmxxbFh2olgEaa2u9aox16sEEFNYvOjcZjKDJsbd6l5mGCuK84rJMEyXQ1R4lgf9WRlNyx0J2cieiIDixr1taA/HtAmxSrrLqkK70Mby4vPdkPMSjOqrB3n9fh+OGtYDvWvLtfv+fdUR+M0FY/GXyw4zvE7sI5qMAPTfNds5pVi/uLXYeOKbRwEAvnNi0gdCSGfQgMUd5x1SdImJCs042HyeFErOKxvEuZpIZKdDXirIVeya55I0ZugL9ewm+XSBL4+hHVInCh0n1bKF1ueYFwH908f0xdPfOhr/Id0wXYUtDe2GvyOxhFK+iCLv/kARVgNnSqZdHSJprvT9sBkDs0EERs86pB8uPlw3GA9l2D3jNXJQNaS4zov9LOS8xDRGTqKIYhV5/9Ju02qpoMXv9+Ggfrr06s9eXKzd1pNecieK/bG+rzWM95btMN3vdbCjTDqGilHOS1zPw9F4ztfIVkXHRK5dBnSe+d2TR+T0XoDkiVKoTpQ0+1keCyYMqnd1O8Q8IJEojnGnLFB854WAejV62YUt1qZWXUp0zhZPAG0pvyirpIsbXV9MaSCO0HQdbox30NPQrcIbhrGCkygMw+QFrRMlENAW3Z3ROE69/yNTEF6FvM7KJohMO07+9fFa7bbKTN0qgN+rprCSTyE5ieJCUifdon3CoHpcecwQ0z4RMk3N0u8nJDvsArR2xOPudqKcMKo3ltx5Jn5x9hgAQEWZIiBl0XlUSMpJFXZ3SVu52BI+dtDzrhiCBV5h9d3k3yrdQj2Tz5EDl2LhIGSQ6NgWVIwVdtVzbkjpmT7P78NxI3ul1dSvKMJq8WxI5wMkP5ztmFlMUHmndEkkAIjFjEF5im647VInSuqz5OIDcZ4Ug0dWZzRm6DYD1Ncnce3vsOhEEUUCIugoX797kUKJQT2qtNviGDxqqO6ZRucIJk8Uh3JeVo9vlZKPbiP/1kUp50WuEbkGf1RJKdXYnwmPfUNPersx5wwU0hNFdKKkGZvksftHk0e5uh20E0U+3/MhKygnkYq1EwUwXhe9LCAKpOlEkWW79qT8osTY1oeMqQBw/Miehr8nj+nrynYyxQdNijKFgc43F25utHkmw+RO8V4xGYbpUlA5L7poWrurFa98viXt6+WAXjZdCrQqe/O+NuX9AqtgVq+acuX9+SIUlDxRXFj4ZFv5KPbRut2thvs7NKPb7BbHYnvcXFtT6Tg5qB3w+4qyxV4sFv83b7PJO6GUgsz0/HppfvpzvVSxChLKQTttoZ6ldFDUzhMlaqy2pvtedT7adqIU4Jy45aykJ9O9F4/P+2e7Bd2n6X5jWb6nK8h5lZHOs3RJJMDc2UDRE8nudqLI103xd6ElIK5/ej4O+uUUTFu1y3C/qtBDbHO7dL2V96N4rXxsHdxf7zTpTeY14lpYVxXC8N5JWc/Dh+jye68uSI7hK3c0J99f6uJpD8ewYnuTIaBx/oMzcNTvPlB+5yNJssYL5PG3GDtR6DaqfGMyQZUIzDU5e9wI3YPQjTlnITtRRP4mnXSafG2td9nM3GfoRDGOk/lI5sryqqoxpligSUAvO1HEsZhIqDuVrIpWrPw1B3WvMvwd6+KStvs1JCnKFAZ6yv7mjWWF2xBmv6B0ojAMw5Q0NHghV1Wq5LQA4OXPN+PU+z/C6p0thkrUuy/K3JgeMFbQ0UovlSeKXKF990XjMOvnpxU82K57orhnkuok0KVC7Ldn5mwy3C8WGtkGBEWFoFf7Wq5kK9bFo123SSnJedGAyZSl2wu4Jd5iFfiQNfjFQj1dJawVVFLCLOcVM3wmDXgp5bxsqooLMdRde+JwzP3lZJx/6AH5//Ac+eOlE1BbEcQjVx2h3ZfOB0iuOu8KxvIi0Q846zyL2SVRNCkmdz1R5GCXCKy71fGSLW8s2gYApqS5at84TaKIqn9ZKm7SSD0wXm4xTpyU8lCi86Xn5242vI/meZV6zrcfn4uz/vQJpq/eDQDY2xrGwk0Npu0HgJtOPxC/Ovdg5WNu4YPxexejJ4rf79Ou6e05+qKouhiykb+1oltl7naqdM6d7+47en6slwqAKHICXO4GzhWx7El6ohh/s3x4M8nfr5g7UQxyXl52opBjQzU/kyVYxdrJqhDA7/fhr5frMshfP2aIa9vKFBdaJ0qBt2N/hhNYTD5hY3mGYfJCZ0xPoshJiyqLyqIfPbcQAHDDM59rlai//PIYXH7U4Ky2gcb0aeJGJZUhb+P4gXXoV1eR1ee6iReeKCeM6oVFmxszXiRaJb9EoCrbgGDcJqjmBnJAwc0Ag5tYnRfJx0rn8k1/x/awWa+9q2AV+JDlT7QkSpbJS/o5cuJG9kShn61KFtdVWp/zhUgY+/2+gnf7ZcuFhw3EBYceYJBziKSpKG6TzgfVb1Rq0PE0Ek0AaQq47TxRxHG8m5j45kKEeLNRxN/FIOelQiWtJ7a5rVNKokjPDVrcT33PaOCdPq/MwX7RPXCSv6NInrw4bzNOGNUbn63fa/naG05zVyJJxfamDsPfxSjnBSQr7NsjMW86UVwYV248bRRmr9uDMw/pl/N70TlBvg2Z6TXxh88twHPXHqPsTpITG92r3e1EEd87rujYC8e8T+bKn1ms5wVgXGvkoxMFSM7P5HyNnHgSfws5tmDAh/ED67BocyOG9Up28Z07YQDOPKQftjS0a/cxXQ9x6DiRMGW8gZMoTD4p6BXz7rvvxpFHHona2lr06dMHF1xwAVauXKk9HolEcMstt2DcuHGorq7GgAED8H//93/YunVrAbeaYZhMSSQSxBPFbwqOp5u8U+mty7JMoCS3Q78tLrZ+nzpYKG9jd5db+bNFNnF1I4nyg1NH4TfnH4LXfzApo9dZVRCKxadsVusUsbbzUtqGmoS6ofHtBVaLxd615SUl50UDgK2dXdfsz0pGRe72yDWJYuxEMb7H9qakv4BIRFSQY0iV9Ky3SZzmO7jVFfD5ktKAYmxM1+XXHjYeM11hn9PrghNtfyFxovZESR6zU1fuwu/eWp7Tdq3Y3qRJT1r5ZBRSzivT4Iu4bglPOZFwkgPmVh0qZUE/JgysQ11lCMcM17X76XyoXOF3IgcCNTmvaFwzsweAoannFVvXZDHKeQFwrRNF1U3lRqHIj04/EM9+51hXCjjotciqGMcrepIk/YJNDZj8wDTTcxKJhDZ2H9S3Fj84dSS6pfHxyhTdQ8HciZKPZK7sw1Ks5wVQoE4UpZyX1DGUunaJYyXk9+Ohrx+Ob00ahsevOUp7XlnQzwmULo6PJEWZwsA5FCafFDQKM23aNFx33XWYNWsW3nvvPUSjUZxxxhlobU0uctra2jB//nzcdtttmD9/Pl566SWsWrUK5513XiE3m2EKzuqdzfjVq0uwU6qwK1ZoIKks4Dct6CJpZh1NHXq1bkUOSYMexBQ+rFUOqd9PDuAXWxJF4Eb1WEUogCuPHYqBkn5vOqyqG8UCkFa6bmt0bh4rFi9eGFsLepDgcSl1oiy8/Qx88tNTPN03XpJrlW0xo5IuUp2fOSdRbDxRdjUnjU77dUt2zdGAgypIXV9pPa6FCtCJ0lXQqvNtgmFz1u3Ff2asM9yX74CiF/h8Pi3A70TOK2pjLE8De//6eG3W27SjqQNn/ekTvLk4KZclSzjqcl6FS6JkKqspEkHNHUZpTzkRJ+Yy8v2hgA8vf/94zP7FaYaONJoEU3WinDq6DwDgq0cM1N4HSP7Wq1I+KcntSSUFimzML1bZIpEwzHV/qY7hYpMsNXSiFPjn2LTXPDel5+Lz1x6LH59xkOufK07HeMI8TobzIOclzz+yLXrKB/S6KHswukl6OS91J4pYT4aCPgyor8QvzzkYg3pktp5iShu9E6Ww27E/w50oTD4p6BVzypQphr8fffRR9OnTB/PmzcOJJ56Iuro6vPfee4bn/PWvf8VRRx2FjRs3YvDg7CvSGaaUOe9vM9AWjmHdnjZDtUuxQhfgsrE8kF7yRBAKmKu6M6GmPIjTRvfBByt2oiNV7WfVhUC3sSLk97SFPBNMhrgFTABYynnFjJJCALB8WxP611U6el8xEfLyq9Hfk2r4FxOqirtulcGSTaAAuVfZFjOqqnuVr03unSgJw+3dLZ3oWV0Gn8+H95fvAKDrt9OOJVXnmG0nCidRsiYU8KE9Yp9E+P5T8033dQVPFCD5/cMxZ0mUuK2clzsXgYelBExZwHheasbyBQz4Z1p9LhJ1zalOFJFEkfej8EKRix7KAn74/T5U+AOGQgJ/miSK6HQQ13OaMFu7q8X0fdzys3EDn694zzHR4ZGzJ4qyI7K4Ekf0GC3GIhZaqOCVxKIu55UwyUTlx1heSqIUyRpHBf0NFm9p9OxzaPFcTJHIkq9noitY/H7Fdp4x+UQ/n5nCwF1ATD4pqtG+sTF5YezRo4ftc3w+H+rr6/O0VQxTfLSlFlmLNzcUdkMcIidRZJwEWgCgwoV283ED6wDoxuxWCyR6v/AZKAbkisJCVlVa7TuRFIuTGU11BhIQmtGwh8kCeiwV4yIeUMt5lXICBTB7QHQlxHFPY3SqThRxWjR3ZLcv5GrII+56H7e+ssQQfDuwXy0AYyJO6Ylik0TJt+FvV0KMy3YGwSqfj2IN8GaK/v0ddKLYeGC5cc0HgEemGzt+rOS8nMiPeUWmXTBaJ0qn6ERJ7it5P4rz2NyJou8DK2N5kSARnnYtnVFs2JOUVxUG7VRidF+bLue1YnsTXpq/WZuvTh7TJ6Pv5xbdKvS5RzHHtzQ5r/2sE6XQ15mJg+tN90WIZKZ3SZTk/0ljeeOB6XRNlAtykqCqiDtR6Fh185nudwUJ0naiWHiiiN+rWKWBGe/hTpTCE+csCpNHima0TyQSuOmmmzBp0iSMHTtW+ZyOjg787Gc/wxVXXIFu3bopn9PZ2YmmpibDP4bpqhSrLIGMmGD6LaoAnQYuKlyolBKBBrGwt6oc8jKAnwvybz5vw74CbQmwpyWsvF8sCGlFTiaBAbF48bISvpwEl4t14VNK5vFOKWSQ0mvEcU8ThuWKTpSFmxoAAD/+38KsPkfWMgeAp2dvRCtJUA3rmdTf7puS9QLUY12tTeAkwFWVWRNSyFmFo3Gs3tls633RVZIoIiDsxAMpZpNEKffI+8mUREltb2cBCyYyrT4X30EcTpVlyb/l/SjmMvL9IbIP6P7wG4zlA4Zt+9ojs/HJF0njeDGXEsf6loZ23PP2Cu21by/ZjpueX4hn52xMPr9A3ihTfnhiQT43U8T81otOlGItFAGsJXXzhWpOQrvjQx5dB3VPFIWcV146UYyfUWzeRRSaaDtiSHfPPsfn82nBcFWncDSu7kSJaPLQXeP6zWQO7SxjCgPveiafFM2s6vrrr8eiRYvwzDPPKB+PRCK47LLLEI/H8fe//93yfe6++27U1dVp/wYNGuTVJjNMwfl/9s473pGqfv/PpNzcvr33pS+7wNLLIr1bUVEUURAVEbB9VVRU9KeCXbHg92vvYAFEUaRIl+LSll52F7awvd2eOr8/kjNz5uTMZCaZuSn3eb9e+9rc3MnkJDc5c86nPM+mvvJK1kZEVMa5JX10GwbdAjYMaQ8xhsFS9aZbhZ4ccDhAMiGvN+pm+NE1O+szEAAPv7xde38mXwwCyEVbQSQ9TNM9qBYWlSr0G4FJ3U6/iouP271OI6kdEZc7ds/6VCNHjWmaVjBG7iAKw7NIxU0GzJpnSzI9ADBrvC2hp/uce3U21btCuJmxPFGk4NhnbngSJ377Htz2zCbXx7XKey6+A36S57YnSvl3RSeHFxTd+kJNHjaCsXzgJIqyFli5uegVoBYfiOuo+tmS1z7y2izuIeclEsDy7yolup5YV1QZqFeQduZ4fzKi9aYjJE8UrZxXgyVR5GBXPea8695/uHVb935lLXkmI7JiHkOW8yo4u1hHoxNF7apo5AS+/PmVvRYjea7SdUi3zlK9arJWJ0rJWL7Bvmdk9BBLaQby6wcTWGQ0aYjZ/pJLLsFNN92EO++8E7Nnzy77fTabxVlnnYXVq1fjtttuc+1CAYBPf/rT2LVrl/Vv7dq1UQ6dkLriVUXcSFime9IC848fOKLs9zKrtw6U3RfGJlwESyrJeckbipMWTav5ecNCXaT/4B1L6zQS4A37z9Ten8kVFzJmtZ0opY+DKj8SJqJqF2jcjU9vuy21dMNFR+J/IpQxiJovv7HYYdqqi1xZYivqJIqbRFRWk6yW5bpk82g/NHJQpdGxzLalAN2fH1kHALj63y+6Pq5V3nMxp6qBOh2enighyHn9+O6VZfd1t7slUeroiZIP9tzq3LKxbwRAeRetWOOo19NUXN+N6fSrKN7O5AplQcVU6THdPtehHck43nGY7WX55wuP8Dh67BGaJ4pmPZ1s4HmlHkUshy2chD+VPn+6JIqQHY0y8WfLeZV3sbolVO95YQte+/178VQIviBqV0Ujk5fGOjniJIrI5euSKM++6lQ3EcfkrD1u437PSLRYnWVozT1OM9Cq+0vSmNQ1AmuaJi655BLccMMNuOuuu7BgwYKyY0QC5cUXX8Sdd96JSZMmeZ4zlUohlYr2AktIvdg+mMGP7nzJ+nnhlK46jsY/oqpK3vQfumAi3nHYXPz+oTXI5sovfKrxKxBOVWpZJ4pLq768fp43qbPm5w0LdZF+4NzoWtsrsUD5/PWkEuhP56y/t7wJGc7437CJx0W575c3x42aRAGAv128DC9t6cfSOv6dw8AKqraoZq1cOSp/tlKaIPD+c8bjibU7sVuV87dOzgsAntvYD8CZRDlk/kSctGgaFs8cF/hz3ioB/Xog+0So5PKmZQau0irvuU7OzA0vT5Qw5Lx0nT89ShJFZ6A+2mwO2FmsdvaOLyVM1fcx5irnpe9EcRjLW/N2AdsHnfKd4vF+kyjtyRguO20ffOA1CzFvUnOsXUeT9rA8UTSPb7ROlAlddkK/XmbcbR5ztPgb6HzpwkJ8L/+xYgOeLiVFOlNx9KdzrrKn5/78YQDAe37xXyy//MSanl9OcDdSoZiODbtGrNtRFw8WP4/lSeNCwSz7u4jrW1ZTKEjGJi26xWkK1PfeNM2m9xEljUtdkygf+tCH8Pvf/x5//etf0dPTg40bNwIAxo0bh46ODuRyObzlLW/Bo48+ir///e/I5/PWMRMnTkRbW5vX6QlpOf64fK3DILVZApIZSWZGps2SPCnf9OkqCsK4FIpEzmCp2s9t0TtjnO0lcOj8iSE8czio72EYiaVq2dLvDPocMHc87n1xq/X3ljchQeS8CqMh5yX5VvgNAtWDJbPHYcnscfUeRs1Ylfkt6okiB2I65U4UTRD43MPn4eNrd2L2hOqSs27z/oW/fQSAc45IxmP4ybkHe57vrINn44/L1yFmODchrRLQrweVjNXX7xzW3t8qcl5WB4OP7/vLW4syVDofsjA6UXRriZ52Z1eWSHaOlpzXXx9fj788uh5TulP4y6Pr8KvzD8W7SwFSmYPmTcBFx+6mPYe6dhHvldpxIoLU6lJHfnybi7G8nAz851MbHI8XhS6dPgPN7ck44jGDCRQXwjKWz0hFS+Lz3GiSpbMndOLyM/ZBVypRt+tMm4eEn+gG8vvZrgbxsq9bbitmFDtR0hWTuVsHapdyFuuIWeM7Kq4R6o3wYQK8JUjDQPxd1HXWtsFyD8icIufVaMlKMnqIXLCX512js27HEAbTeew1vafeQ6kK9b3PF8yGu/aR1qGus/0111yDXbt24dhjj8WMGTOsf9dddx0AYN26dbjpppuwbt06HHDAAY5j/vOf/9Rz6ITUBbWi0k0bv9GwqnSUykk70KQz8Cu/b6hGmQOgvDLc7QLbnoxj+eUnYvnlJ2KqZM5cb8oCJxEZ7/qhtywQ5QwcyusZv4GBQsHE4yXddT+mxNUidwt0NXASpVWwPCLqWOktc/9LWzH/sptxy1MbQzmfPBfLnyednJeYc6qV06j0ODfvKTe+/pb9ceOHjsJ/LjuhpvMQG50nisAwDKuyds7EDvxUCmC1SuJKeHV993Z36TIAuPP5zbj2v8UgYlxzLQ7j+nbYgvIOdjVxPppyXqZp4sPXPo57XtiCvzxalHjTJVAA4C8fPBIn7KOvElffm6VzxwMoT5aIz5TqOZPQdJwAziRMQkp+3ycFMgE7UeY3qBmFtGErISRGwzKWl7so1OKbRuCCoxfi7EPnVj4wIuzus/L3W+w1oixS0n1vxN9sdDxRSsm2Ou4h/PKlN+wLYHTkskQiRE2+q0VjQLmxPOW8xi4GhMdRnQdSA8u+didO+e492Nw3UvngBkR975ul0Jg0J3WX8/Ji/vz5TZ3RJSRs1E1zsyRR0pU6UTSBVV2gMIwAk7qR96ocmtzdeNKAatInjErdannLQbPxvTvsIJlafZ03g3WiFAomDr/yDmwubVbcqrXDQN7sNHInSqsQRN4nKkzTRDpXQHsyjnf+9CEAxe6Nl686o+Zzi4BEzHAmanVBGDGP+fGL0D5XhXm/mo38AXPGl/1tGPSsnkqdVyJQOr23HbMn2sbXrZJEETy7oagh/88nN+DxdTvxqVP2dshFffLPK6zbui4cnRxeUMZ3lnsB9aqeKKW1VTob/fxUa6eBQC4EeOMBM3HeUUVJZPUzZCVRDGfSRA7iuhrLS/O2Ou+oRTGCE/aeijue21x2fxh/y1YmNE+U0nq6uDYsygZSZqicNo9E99AodqLIVPJECROxf3STNG4kzj1iPs46eM6odN6LJLK6PtvcbweWT1o0Dbc9swkvbBrAm350v6WS0AzvJYkG8X1uhbjl85v6G6p41C9q4rNZYmSkOeFsT0gToco0NMsFIqMxPAbsjd0v//MyCspr0QUYo0iiNLLhpg51fRar4/jnTOzEqq+eji+8bhFu+cjR1t9TJM0KAZMoWwbSVgIlalZuGbRut4qETiMjAhaPrtmJD/3u0VDkKILysT8+gf2+eCs27gq/yipbsOUc5DlGZ+Yu5HWqrZKqlHxpqzJYqcopMfBWPV5Jw019I1bHQ3sy7ggu13M+j4psvoAP/u5R/O/dq3D7s85uWrm6V13fAOFUSeu6SyYpBRLib/CnR9Zhh0a2pVbueHYT3v5/D2Dt9iHfHZaVfApkScoPHru7tb5SK9zFukmO76mJVrdOBZEoyeVNy2xb95j/94Z98br9Z+LFr5yG1x8wU3uuenbNNgOheaKIJIr0flPSpBwvHySxXu1si67ARteJ0pkqfgb8yCDWStbDi6oRGS3pYrEfUAOyYm9yzJ5TrLnvZ/etxmNrdlqdl7LPFBlb2MbyzU+zyi6r31l2opAo4YqWkCZCDfbmm6TiQch1qUE5+UItTJEFuotfGIt9NZHTbJvLgXSu8kGjSCxm4LyjFmDv6b1lZsoFhydK5UWZ+pc4dEF0XjRvkAI91coqEf/I3/2bn9yAL/z16VEfww2PrUcmV8DvH14T+rlFJ0oyZjjmmF5tEkXIeVU3f1dKnlcrw6UG8BtRAqZZsCr4c+V/q+2DGdz1/BYAxaT+zPHtmNKTwqzxHeiOMGhXL/a74lbr9haP5Km+E6X2z6AuSKquJeTvzK8eeLnm51R576+W48FV2/GxPz7uSEactng63nPk/LLjLz1+d3zzrft7nlPuRHF0kpR5opQby7tJqwLO+UU8NpMv4MFV2x2Pkc/3riPm4/tnL0UyHnOdN9iJ4k1Ynih2EsV+v1khX06bJdtUfk0VnSjRGsuX32d3okS/t8tRgkqLmNfUz8S2gWJyfVJ3m+u+McHv2dil9JFQC0KbBbmDZjTmnyhQQ2LNUmhMmhPO9oQ0EaqmdbVyMKONWyfK31a8at1WF6U5TSVEOJ0ozk1Rs1Vby5XtE7va6jiSclQ5L3n94icwkJUecN5R8/HL8w4Jd4AS+8zotW5z4xM96vd71dZBlyOjJ4pNjmwsKgd+e9rLg+LC+yFfZfKuUpVYqoY5TZ5i6YlSPV6eKADw18eL175UqRPlzv85Fnd8/JiW6URZPMueX+W536vuQ+eJEoaJsB+zePk7G+W++78v78COoaLEkmEA15xzEGaMc8pmGAbwsZP30naxychSQ25yXPLPjiSKKq3qeP1m2XHrdpRLa7q9r27zRj29F774+qKnwtVnL63bGCohPFH8dO16IeYc+Xs3lG2s4ptGQP6cqonWTSVPgCgLCbSdKG2j14mSa7JOlNEi7lLkIjoaO5Jx1z0D10xjl2bvRJETDs1aWFjWidKkHTWkOWi9kjdCGoj+kSwu/v1jOGO/GTjr4Dk1n09dz/sJDjQCmXxx8alWle4xtRuvbBsqHqO8Fm0nSggBFXUj32zV1kfvMRkXH7c7UokYztVUsNYT1eMm7+hEqRwYEI/rSSXwhdftG8EI9XATGT1eXWijjbrQDgOx6UjGnZ0oPRq/HVEVXG0SvFJ1VS2SEjHDsN6fZkswNxLJhPtcKCOuia3my/SaPabgqfV9ZffL74K6wY1KVtGPv8Bo+v9cc9dLAOyEklrtftf/HOvrPPJaxs0YHtB7oqgypvJ7L39WvYKCQy5dsW7zRj07Ud595Hy86cBZ6G33TkzVk45kcQ4YqtETRfj6yHPK1J7m07ePGjWJIn8PhdffzU9uwA8jen5tJ0rpb5atMGfNntDh+Xs/5KTCD2ITd5Hzss3jY65rN0oDj13EXz6K/cVoICubNK+cl/NnynmRKOGVk5AI+X9/fwZ3v7DFYZ5aC2qwNx2SQWnUCEkTdXMtdwOoCaGoPFHUpEmzBQoNw8D/nLIXLjlhj4qVqqONaqbs9ESpvCizNimjFNBaMmscgGJiikSL+r0bDeNUN9TnDsMIUsxX8ZjheK06TXW3Ske/ZCt5otQwp+UcAVQGBKpF/A3EdU3nywGMns77aOMaCJa+a30jziB8GEUSOvx1oth/h6gDYeo6Rk7gzBrfgXmTunydR167yAkV9euvk/NSO57kqnidnJfMst0nY3J3CkfvOaXiuGTq2YkCoKETKICdTKvZWD5fLufVaF3LjYD82U7nR38vpfOAEn+nSp0o00MwfRaFHwz8O7HWZ3m1qr2UdIoZrnJem/pG3+uPNAbW97lJ4/Zy88kdz26uuSOyHtBYnowmzRU9JKTJ+O/LO0I9n1rJV6t28miRLm0I1ODeuUfMt49Rgkxigb/XtB7rvlDkvJSN/GgF7McCorJPZyzvFkSUsWTfRimx9aN3HojfXXAYjt976qg831hG7Y4Y7Uon0xG8zTp+F0ZHn0g+JGIxxxzTlSoPkotkY7Wt5kIGbI+p3drfh1VZ2mwJ5kZCmDqLjejTr5Z3ZQCj2wExmrgl+OUt7eu+f5/jd25SZpcev7t1+6n1uwKPxVcnyiiacItg/odP2AMAsFkKvKlzkxdyENbRiaK8jzFNEsVrLSUnUnVzwG/eeyj+c9nxrt1Tbt0r7fRE8UR4otQs51Vaa3W1WHdb2BiGUWYuP5zJ4/pH11nz1/97Q3Qd0bokyoTO4vPq1kcvbR6wboeRb2Ynih6RzH915zD++7LtA2V5eyZirmujvzy6LvoBkoZEfCebNW4vS3j9fcUGXH7jU3UcTXWoBXHsRCFRwisnIREiFsRhoWbVcwWzKTQfRWu6mrCY0pOyugHcOlHaHcGN2qes8k4UVmGFhRoEkD+afqor7U6U0fmbzJnYiaN2nxyK7j7xRtWQ3rBrBFv6R69qT+7e+ONy50Y37aNLqhIfu+5xAMD6ncNoi9vBwo4oOlFKj1tcmjsBZ6VxWHMakyjVI6rAR3J53PfiVrz1xw94HtdqXHD0Au39sh/R+p1Onw23xMuxUpL7td+/DyvW7Qw0FjWBr5vuZR+hqCuz+0sdOGJ9OCAZzQeZi+S1USqgsbwugCvwkvM6aN4ER/BZh6uxfJ07URqdsIzlRULg1H2n48jdJuGDx+5W89haFfG9F+uDt//fA/jYH5/AruFiMnPGuNpls9zQfQXHd7Y5xiPz3EY7ER/GmlV8z1Vpv7GOmCc//qcn8NYfP4BH1xSLIS3J1pjheo34yIl7jM4gScMhvpPNKuel2qD8+ZHmSwiqW6pqfScJ8QNXtIRESNgVPrrqpJEm8EWxtWTLF55i868GD6zK7ngMnzp1b4zrSOLzr92n5rGklKBVs3miNDIiYCykXOSqkJEAnSgM3rYeuu/Z5Tc+OWrP72WU6OezWYlVWwet23KAsautPEieqNETRSTOZdP68VLCPu5iehoUfg+rRwS409kCzvnZQ67HtWonSk97Egsnl8tSeX3i3eSW1KTA639wf6CxqAUahy2YWHaM05g92r/JQMlLpK3UmXHOYfOs3wUxlF40oxdvPWg2Lj1+d0dQ1c1YXv4+7xjKuJ5XDgKpwUI/8Va3IohW/ayHhZDzqtkTpfR570rF8fv3HY5Pnbp3zWNrVdROlCfWOTvdokz86RKZIpGsK46T58fOtjjyBRP3vLAFu4Yqd6994k9P4LTv3Ysdg/b3PltaE9ET0In6fvz6Py8DsPexiXgMcZdCFSYsxy7iY9OcKZTmNZOXKWgKjQmJCq5oCYmSEObvax9egwdXbQPgkkRpQEmvQsHEuT9/GB//4xMA7AuZLpAqNilqtaiokoobBj547G547HMnYfepPWWPD0qze6I0MqKSUgQB8oE9Udw/J6S50QXW/vX0plF7fi8fkbClxeRgoWoaDdhyQdUu8MXcKMu1TOiUOlFCCorwe1g9Qrqo0vW5VTtRAP1rEx95XZDQLXdRa5BPBJU/ccpeuGDZAlz99qWezxF2d6q6sV+1tSjLIwK4cyZ2VnVewzDwjbfuj4+dvFfZ/TK6JMqgiyk84EyiqEUnXh0sArc1VSt/1sPA8kQJqROFSavKyEkU9XsKRPuZ1U1r4jOgWxt0S0UTBoC/PLIO5/78YZz9kwc9n8c0TfzpkXV4dkMfbnl6o3W/KOLgHsiJer258fFXAdhryETccO+2o2ThmMWW82rOwH2+ScctU2YsX2WhGiF+oGAqIREia2vnC2bgYMBja3bgsuuL1dovX3WGNhDYiEmU1dsGcc8LWwAAZx86x9rU6bTGxQJe1S23TA9Lj3HTSw9KMm4gZtgXW24gwqOjzZkQkzelfj6ndscS/yathu5vOmdidFIZKl6JkrAX2s5OlPJllqjurtRqvmbbEP624lW864h5jipUcR2Qu1wSPv0OghC1N0Qr0+7T36C9hQOdugSi6E4c0rwvquSfQBe4f3FTP/aY5q+oQqwt9pzWg5MWTdMeIwe/wq7MVoPia7cXZcyikhJVO3d0r8frGisHItROOj9JFPcAY+t+1sNAFKFkcoWq9gsA8M8nN2D5K0X5IS/JNVLE2n/k87i7tGeRifIzq/suieu4br0id3bnCiZueqIY3H9mg95vSyB3Nq3aYvuqiEQNO1GcqO/HAXPGA7AT/23xGIbM8uvXDRcdGfnYSOPSSsbyzYrqiUJjeRIlXGEREiHyJsaPuanKuh1OzXB9J0rjXfnkcb7lxw9gqKT5rdu4t1mbGOfryEe0wDcMw9qsAqPnvzEWsDS9S5s2ef3ix7w74yH7Rpob3XffT0AuLLwSJWF3osjzfqcmkGx5olRI3rzuB/fhG/96Hl/5+7OO+3WdKPvM6LVuh5X8oFVQ9djG8t6frbCKAxoR3Wf/yzc/C9M0HR5Zl5+xD846eDZOXTxdex7dGuDt/+ddfS2T9lGZP7lb7uQKd2vkJs8UVaeXelpdcsoriSIHIgzDwHuOnG/97OetcQves0rbG3ldGrQ46oGV23Dmj+7HB3/3qHWf7M1F9NidKCbWbB8q+32Un1l17l80o9f6XurWBvIyJUi1u9x1tlnyocvl3YvbxjLq9WZKTwqA1IkSM3DHc5sdxzzx+ZOxdO6E0RkgaUjEp6ZZO1FaQs5L7URpgddEGhcmUQiJEHnzWk3HiBxMzuYLDSXn9dsHX8GFv3mkTIYLAAZGnFIRq7cWNye6jbswm8/mRieJAjgrZClZEx7tijGqvJjUSSWo0BOlddElxrYPuuvyh41XokTX4efn8yqQg47zJnU6KtE6U+WdKFagpMJzCHPbB1dvU8YrNO/tc3c6ulLC+f5M7k6Fcp6xiJBBkuVT3nX4PHz6NKc/QTXFFc2CmxTOlv60lVjoSSVwwdEL8fW37O867+vWANsCzB2Z0hrFqzJ/am+7dTvs5KGbdFZU1zk1OKtbQi2Skq4qavXmJcfvbt02UPnNcZfz4nXdCznJF1TS6+yfPIhH1+x03MdOlMrIRVy6qmXhURIF8prox+cciBs/dJQk9Vl+XZDX07m86TtAOCDNP7L3pOU72cKJ/GpQO/kEsieK+p5F6Z1DmgPbWL7OA6mSVsg3qAksynmRKKl61s9kMnj++eeRy7nr6hIy1pHXWX4q8VXkYNhgOqcN9lVz3jC4/MancMvTG/HH5esAODXO+5Wgwe3PFr0PtMbylTpRIiiHloM7DNiHR4eSRJE3pX70VsUmhZv/1kP3PesfyY1aENkrYaEGI2564lXs98VbtfIeOuRug79+6CjHc3VoAslWJ4rPXYs6B4rvVbeURJETKmEknhdO7uLcWAPPb+wvu+9zr12E85ctwPtfs9C6L4iReLOh++wDwKFfvQPHffOu4jGabhWVWj/PGZ/XleP3ngoACLuQdMAliSKPZ+/ptfu9CdQEsOyR8pv3Hor9Zo/D/3vjvu6PV16/PE4/c5ZbJyk9UbyJxYyybt5a4DqqMrIniuiYl5kkdaiFjby/mz6uA22JmHWftrBDmpjyBdO3VM1g2v4syUVvOcvjg58TGbfOHLGuS8YNx9oLYDEekYzl2YlSN9QkCuW8SJQEnvWHhobw3ve+F52dndh3332xZs0aAMCll16Kq666KvQBEtLMyPN3NR0jcjCufySnraaudyXruh1DWLt9CAd86Tb8v78/A6C8E0Wg7USJ6zcNIugeSScKkyiRIAJiI5nyTpS8j4qQrKQ5TFoLt2rHnUOj040iPlsTOssrS9V59dI/PIaBdA7v/vnDvs7dN1LsGInHDIzrSDq8TnTzlx9j+b8+vt66rVaWZ0uPa4vHcODc8Zjc3YaD59lSEmHknRmAq40dSqeEYRSDL8l4DJ85fR/r/myudTd58nX2/KMWaI/RSX6p1FJIsXMoY3mQVPI3EF+zsOU43OS85LXH1WcvxdF7TMZfPnhEzc+nysDKHL3HFNx08TLsPtU9aaMmYRxJFB/XcZ0E0qELJnKt5YOwzOUByqL6QU6iDGq+p1F+ZuVziy4t8TfLaT1R7Nu5glmxk1Xg6ESR9otincJOFCeqzKx4e+RO+RP2meo8hu/hmKfpO1GaNPkjo74Ev3MkIdUQeHXw6U9/Gk888QTuuusutLfb7e8nnngirrvuulAHR0izI1+UqukYkauGBtL6JIpOTms0MWDgh3e+hIF0Dj+7bzUA98pLrSdKQpiRj56cl7MThYvfsBBBs1d3jWDrQNqxmPSzmMlYlXH8m7QahmFok2NBZHlqIZu3N8Dlv6ttoS1kt3rbEzAMo+L5RLWpabrLhn342sel49VOlOJriccN/PnCI3Hfp47H7Imd1u/vfXFr4Neg8pymk4L4571HO5MGbfGYoyNAMGdix2gNadSRu0wWTunCgsldmmPK5e5UalGnO+BLt1m3KyVRogqCuMl5tUl+bHtO68Fv3nsYDpo3sebn2zmUrenxajBF9ojxcx1vS8Qwscuu4H/5qjPwxw/UnhwaC4TaicKkVUVsOa88hpTv6dVnL430ueW9h0g8JlyKygBnVXXBNH1Ljg66JFGylpwXPycy6npLvD8iidKejDt8oggBZOWR6AL3YVwX3GiFpmh2opDRJPCV88Ybb8QPfvADLFu2zLEhXLRoEVauXBnq4AhpduQJvZpOFFm/diCds6oALz5udywsBSTqJecliBkoCw65daLoEiJ2J8ooeqKwEyUS5OTUW3/8QGA5r5ykOUxaD11yrN9lrggbMXcm4zF86Q37OvT5azWW31oyaxWBw/3njPc8Xp7Tsj5a6NU50HotsRhiMQPtyThmjbeD8XtO6/Y1bh1nLp0FAPjzhQx61sK8Sc6EgXqd/v37DsOHT9gDbzhg1mgOa1TpcPj0GNquE1+dKFWuAVRZjUpG21F1ogQpKgmDA+aOr+nxatxBrrL2G5S442PH4ORF03DVmUtqGstYQ1yXwuhEiWLt3GqIIq6dQ1n86oFXAACHzJ+A/1x2PF6//8xInzvhSKI4O1F064JyTxSfSZSMnESR5bxEYQk/JzJlnb+l90m8d6lEjHsUUobwC4sqbv/tW5/HPp+/Bfe+6E9mOCjPb2r+wqlyY3kmUUh0BL4KbNmyBVOnTi27f3BwUFtlR8hYJmglvsqI0okitL1P2GcqppWMUOuRRJGDEzHDKJOPUT1RBLoW9bY6GMu3tzGJEgVy0Gz11kHH7/wEX8QxSW7+WxJ9F8hoeaKIBJ2Bc4+YjyevOAVLZo0r/q7GTpT1O4vyOTNLiYyD5k3Ar84/FPd+8jjt8XLQQv1erN0+hJO/c7fjPrWCPucyN/7xA0fgTUtn4UtvWFzFqyjy7bcdgNVXno6D59deET+WqVQFfuRuk/HRk/Zs6UBnl5xEiceqT6JUubdQ10a9Hd5dL0LGJWxN89E2ln/vMr10ml+8Ch78ztcTutrwf+cejLcfOremsYw1OkudWWFUHKuJXFKOmKf/9sSr1n2v23+mdS2PEnles5IoUpequjaQv5b5gumQcvZaXzs8UUqFeaZp4if3FpUDau3EbTXUThQ7iaL31mrlazjxj/g6R6WKdfW/XwIAfOGmpyM5/6V/eKzsvmbzdynvRGmB9hrSsARewR9yyCG4+eabrZ9F4uQnP/kJjjiClYuEyMjt1roEQiUcnSiSJ0oyHkOqVLGWDqFiLSjyojtmAOoSsn9ELyeR0SzW20oBRVdj+Ug6Ueypj1VY4eFmJAwU/56VFmTicxWnvEBLogsajpank/hsiQ1yMh6zKkHdAoN+tcLXbB8CAMwYZ0ucHrPnFMyRJLZkHJ0oypx49NfvxAubBhz3qZt2twrSQxdMxHfedgAmd6d8jdsNFsTUDq8rRbNkQSJmaKW7vK4ZAp3evEjQmKaJNduGtNI28vpptyldGN/pbRIdi0jOy4+xfJgk4zGcXUXy4pLjdwcAfO61i1yPoTxGtFhyXgHX9UcsnFR2H4O7lRHfQflz3e5jTgoD+auUKj1nXLpuqEbPjk6UQgGbSx2wALDdQxZV7j4RiQC50O35TX0BR97alHeiFN93sVZVPZ8qyUSSsYG9foj2Glnp9GEmPtwKYhuRkWwe37r1ecd97EQhUVJZjFjhyiuvxKmnnopnnnkGuVwO3/ve9/D000/jgQcewN133135BISMIRzG2tV0omSdnSiyJE3KxUtkNBip4MPiJuelC5hanShqEkUYy0cQ0JMDNzRQDo9Km8+CCXjFFkXVCAOQrUmb5u+qJk+jQueJkvTQHwf8e/NsHSgGM/xWr8oa5HJy/UWXdnrV6NStE4U0DmoiaixqqE/qtpMWQ5k8nt1QHqzrSlXehuiSmbMmFL9r1z+6Hh//0xM494h5ZR1Y8jrl9o8dU/F5xJ8s7CDIE+t2ae+P0rOimmvoR0/cE2ceOBvzJ+mTvwCTKFEjiqOCdqKoy+S/X7IsrCG1NGL9X49rqdzxJfZz8lynFlE7PVGAeZM6saI0t2zqG8GUHn3xxIiUTBZ7MHkvpq4vxjrq9Ua8V2kriRLzPJ6MTaJaP6ioSZL7X9qKr//reXzrrfuhPRnHG394P952yBx84pS9q36OmFGcY7YPZNDbnqx1yKPCj+5aWVaAVqvKACFeBF7BH3nkkbj//vsxNDSE3XbbDbfeeiumTZuGBx54AAcddFAUYySkaXFWDgWfzOUEybodQ1ZSJZWIoa1UDaMmJp5avws/v291pJtducIzWzDx9xUbHL+XNXhldBXfIpBZZiwfocl4B+W8IqHSRlStrFOxO1G4KWlFktLmU/yJR6sTZcPOEQBOw3QRaHT7XCZ9dkQJX5fxHf42G/GYLYEo5umRbB4nfece7fHq3Cgn00lzMLnbuwuiFemUkupPv7oLW6TKaUGHDzkvXaGD+E58+eZnAAC/LvkZyKzbMWzd9tNdFVUnyrZSknWcMj9E+f3dd2Zv4MfEYgYWTO7yfK/8eDiR6km5FBVVQl7vP/H5k7G4JFVJvBHfQfk7v3HXyKg8t9w9JwLx8tq3vBMFjt/JyQ+3bjdA7UQp3paDi/ysOFEL9zKqJ0rSOW/3jZKvH2lsRisZKRd9ZfMFvPOnD+GJtTtx4rfvwc/uW42tAxn88M7aPKoXlDx3RZd9M/D0+vJiFXaikCgJ3IkCAEuWLMGvfvWrsMdCSMPztVuew2NrduDX5x/mq4NBXfQGRe5E+eGdK62Fdnsy7tqJ8trv3wcA6GlP4K0Hzwn8nH6QF+W3Pr0Ru4Zt+S7TNF3NonWJHbdqcFGlFcXCRD6nPHYSLZUSe5YnCoPDLYlcsdeejGMokx+1JMrfVrxadl9YnSgigNEdoGIrGYshky9Yi/yVWwZcj1WrkmV/F9IcHKaR22l1ZE+GA+aMx4LJXfjyzc86jun0IZ3Tnig/RhRyyOufzf0jmNpjS+p96i8rAo1XTE9h64CLNcYh8yfg9mc3W/dH2XH55gNno38kh8ND/tzlWdkZKWJfEbRDU3xkv/u2AzCuszkqhxsBsSZ5fO1O6763HDR7VJ5bXvuIxKXcpVruiSJ1ohSciTYvRQK5E0UcJz/24uN2Dzr0lkYt4rI6UUrvo9pBWKt8KmkNRqsTRU6Y3qwUsHrJ+gVh5vgOrNwyiE19o5NQDgPd+05PFBIlvpIofX3+9TJ7e4NXPxHSLFxzVzG7/8+nNuANB8yqeLzTE6U2Y3nAzqq3J2U5L33b/wsu0jBhIC/YV24ZLPudMFL9xCl74Rv/sjUqddV11qZReR1iAxFFq7S8CHntfjNCPz/RUymJQpmi1kZOjqUSMQxl8qNmLD+z5M8gf99FwMLVE8VnMk/IF3b7kCYSxGMGkLevC33D7tWMqj5+LsK5kYRPRzKOQ+ZPrPcwRp3p49rxtTcvwbMb+vGmpbPwvGZN4sdYPhYzMKmrDdukAIFu3fPS5gFHEkV0gPglKk1zsd6YLnkmAdFKiSbiMVxw9MLQz/vqKFXpj1VEgDZocYH4zLYnWYAShA3K5/mAOeNHxVQeAK5/bH3ZffIlXa2iVovy5M9In0cxmDxXiseIc/e0J3xJKo4lypIoohOl9L/wr7n8jH3wi/tfxrXvP3x0B0gakidLnRCrlJhI2Mies/99ebt1e+nc8Z5dtKZpunaZqoUj03uLa5XNmu7hRkUXYmMnCokSX6ut8ePHY8KECZ7/xDGEjAW8FqwytXqiyItkcVEDRCdKcSHnVoH0k3tXY5VHdXMtjHiYXqazBQymi79forSJH7FbeVVkm1snSun90pnK1orcrt/TJHqfzcI5h7sb2lZMouRZYd/KyEFD4Z8zWp4o4nn2nz3eus+S83IZg1/PAqsTJUAwwjK1L1VKiWr1nlQC73/NQvzq/EPx9bfsBwBYv2PY8d0RiZeET7kxUl+O2XNKvYdQN952yFxc8fp9kYjH0Kkzltfcp2P2BGdgM60EA4FyD4EzDyxWlKvrEDeMiOS8RGfuRMXYvhk7LiewyyFSxGci6HVR7DX8yNYRG7WIajQ9Ek/cZ1rZfYZhWEH8gjIR5R37Sedn5JI/POb6PPIeMVcwkS+Y1pqnGeegqFGTKNl8AYWCae3HxbrwgqMX4v7Ljsecie4eUmTssHOouIb//r9fivR5CmZxL/2Vm5/Bnx9ZZ93f1ZZwJGHlxMhfHlmHA750Gx5atU17Tnku+fE5B2JaKd70F+n8jY46XwL0cCPR4mv3cuedd0Y9DkKaiiGfpo/y/J2tMYmyUWqrbIvHLF1W2Z9E5Ss3P4ufveeQwM9bCc/W8VzeCir2tNtTzMIpXThjSXnXh92JoniiRFht/f7XLMRDq7d7BvxJdXz5jUtwxpKZOPsnD5b9rlJVCCvsWxt5w24lUUZJzktUY8pBEjtgZX8u5fH4TeaJIGl3u/8kinhuMc8NlXykDpg7Hp85fR8ARRmvT/55BTL5AoazeStJI+S82LHVHMybzCALUOzIUfHTiQKgzDk7rTFIVjtIxHfrNXtO9vUUsYjkOESn2oQuZxIlSmP5sLn50mX4yLWP4/vvWFrvobQ0buvhSoilFU3Cg9GuzEmjufa88JiFuP3ZTWX3x2NGMdHhIeeVLxSQyfkbq1r0lskVrKAp19rlqJ0EmVwBfVL1f28HO3eIO7tP7Y78OXb7zD/K7pvamwKkKSOdK1jz28f/9AQA4AO/fQSPf/7kssfKMZ3j9p6K9SUPyVVbi5Je03rbyx7TaOgSJjSWJ1Hi60pwzDHHRD0OQpoKvy2CBWXRGxS3ZEUsZlSU81KfP0y8EjfpbMEylpcrs89YMkNbJedWeRdlJ8oJ+0zDQ585ARM6x57Z72hw+EKndI3YFOoqRWTs4HDzBJeIf+QNe6pK7fdqsaoIpSRKQtOJIvuP+A0wVNWJUjq3kBITkl1yoFkea1pOotBYvin4ztv2xx3PbsYlx+9R76E0BDoTeT/G8gCgfhPlamrrPmW9kw1YbS0C0GEum0ayeWuOm6gkUaJY20TFvjPH4baPcS8YNbZPV1BPFOEhGPqQWhpV/mw0CxMOnj8RPzn3YMvEWZCIGcigPCioKhv4TbSp+8h0Ls81hAePrtnh+DmbL1iyb+M7k5YKBCEyl56wB66+40UcUSf/u2zedBRm/Oy+1bjp8Vfxzbfub90numVUREzHMIrFHS9ttlVMXt053BRJFL0nCpMoJDp87fhXrFiBxYsXIxaLYcUKb6PG/fbbL5SBEdLI+M1uy5N6NRlxr0WykKF6YOU2/PjulXjvsgVlQb+oLh+qV8uSWeOwZvsQdg1nMZLLY6gk5yVr7bpJz7hV3ln+GBFV1jXDoqBZMQwDz/2/U/HJP6/A8XtPxSf/vAJ5lFfWqYjvSBvlvFoSOSkgbo+WUbEIJKTkMZQ2HPLnUiSA/WKaprbzrhIieCE+8ys3F6sf5aByPGYgGTeQzZvW+E3TpHdQk/CmpbPxpqWjY1LcDOg6Ubp8ynnpPuqqV1Ba+TlwEqV0WKVkfxBElxoAjOugFBbxJsVOlFFF7UQZ7WvqSYvKJb3EnqfME0X6SOQLJkzTZxIlqyZRClbBEqVzy7nqzUvw0euesH7eOpDBZ254EoB7EJqQZEx8b+tjZp7J5R3FJsKP9vM3PeU4biSbL5v3RLdaKhGDYRj44DG74Q8PrwHQPBKRD63eXnYfPVFIlPjavRxwwAHYuHEjpk6digMOOACGYZSZEAHFL1o+70/miJBmxm9XiXxYNZO5V5X2xK7ihnzV1kFc9c/nkIgZePeR8x3HRNSIUrYoP2DOeGzpT2PXcBb9Izlr3HISpSulr94RvgRq5Z1IQLHdvDlpT8Zx9dlF6Y9PX/8kkK9cFZKhTnNLI/9drYrbUVrkpj06UeSAlSzV6KdLZiRbsD7XQTpRtpZMr8WG6+f3rwYA3PLURsdxqUQc2XzOGr/8HUoyAEKaCJ3fgF85L91GXpVVVZMqWSsp7+96EoUnitylxgpmUonq5byEJ0roQ2pp1MRuI+w34qXrurpeljvtivtJfxOVqlYwlMlbc2MjvN5GY+Hkcjmmx9bsHP2BkKYioRRGjTaZXEEb81E/u1v602U+PnaRWXE+nDupEz3tCfSP5KpSURltVrr4/7r5XRISBr52/KtXr8aUKVOs24SMdfwG/gpli95geHmPTOxKOX5++tW+skREVJdydVH+4RP3wL0vbgEA7BrOWPd3JOO48Jjd8NsHX8HZh+r9Ryp1ojST5AXRI6r7KhvLU2KglZGD/lYXyGjLeUmfLdEdJ1eOyXJe2VzlGbQ/XaxMNIwA/g6w5/Y//ncdDpo3sex+QSoRw0DannPl60iC3xPS5PiV89ItAwbTzq4xNaliJ+X9rSGi8ETpL2np97Qn0JbgWoZ4U72xfPF/dicGo96dKDoSLutlU5HzkpMq+87sdT2f3A0HFD2auNZ2hzLPpBoSMX0H2WiRzhXgJ3+jiyuJ/YXcqT+lJ4V+aa5oZLYNZLT3sxOFRImvq+eb3vQm7Ny5EwDwq1/9ClOmTMG8efO0/wgZC/jVWXRo2FYRLPSqRlMDdqZpWtVF8n1RIC7Cx+89FS9fdQYmd6esCoYHVm6zjkvGDVx22t546ounOLpSZNpcNKCFpAYrpZofsTFN5wr40/K1WLt9SHucJb+iqVgmzc8zG/qs2+JvPFqatWIuTWk8R+R5U5bz8qNLL7ry2hPxqtreKz2H5X1Veh5HEoVzI2lyfHeiSEIV4nM/mM5jnxl28HBYTaLkgl1PbE+U8Oakl7cVr3XdqYRD0vRdh3O/RMqxfbqCfQZtTxReE4IwtcdZjNYISZS4iyyQvFTKFUxH1Xlvu7tU4Jb+tOPn/nQWWcp5uTJnYgfOOng23rtsQb2HQpoIa+6uU+B+20DGkuXy4tPXr8DJ37kbm/tHrPtGxD5G2h9ZydyoJE1CZCCtl9mjJwqJEl87i2effRaDg0W97i9+8YsYGNC3TREyVvBr+qgueoOiS6Icv/dUAHqJiqBmlNWSzpZXLaRKBo0/ubfYrdZW0tashFsnSpTG8mR0EYux3zz4Mj7x5xU4+ut3ao8Tn196orQma7cPW7ft5OloyXnlHc8LlJu7A8CQlETxJ+dVmguTwRJ/+88eBwA4bOFEx/2/Pv9Qx88i6WPJeeWZRCGtg+/uLemjPm9SUYpiMJNzfAfckijtPmW0YhHIeV36h8cAFNczctU3g5dER9Lqjgz2IaScV3VM6HJ2HcRdvBtHE+GJ4mUsr+IWLDRN0wqWioTRYJrG8l4YhoGvv2V/fO61i9Cr+Nx96tS96zQq0uhYnSh1kpB6flM/tg2kKx7335d34IVNA/j9Q2us+3SdKGIubIZEhCoxL2AnCokS354o5513HpYtWwbTNPHNb34T3d3l08KGvwAAt89JREFUmpEA8PnPfz7UARLSiPhNzJs1ynmpQbzX7z8T3z5rfwD6xa9avXbvi1sDP6cfvEyaBSmf1Z+2fIGi/8tOlJZBJMKuf3S9dZ9pmmVJtoyl08yNXasjpG1Gy4RRzKVOT5TyLrjfPWhvLPzo0o9kgwVqBVN72wHsQsF0GlmrshxiXhWbnKz0fjVC1SwhtdDh01he/qSLrtahTM6ZAFWN5nPBEpzichSmnJegbyTrkPNi8JLoSLh4BFaCxvLV89NzD8YFv14OoDH2G26eKAWPPWTWZR21YyhrFaosmNyFzf1p9A1nLRnFJNfanqSScUCSQ1u2++Q6joY0MolRLgzTsXLLoO9j5WVO33DxMy4rhtRbniwIqh+eoBn8XEjz4mv38stf/hJf+MIX8Pe//x2GYeCf//wnEonyhxqGwSQKIRLyRaqa6gQ1iDd/Uqd1odaZtI5aJ4piQgaUV1b6TaLYkjpKJwrlCVoGsRibP6nLknTqG8lhXIdTgiAbUH6FNC+WJ8poy3k5Er/l0ilbpEqudK6An9+3Gud7yDoEDdQKZP8FOVmeUo1uFYmAnGQIW418GCGNRGfSr7G89JhSAHAgnXeskdROFN06xYuwO1Fk77jvvm2pozigEYK1pPFQ/TBe2jyAJ9buxJkHzvKc7wtcL1fN3Em2yXIjvH8Jlwpwr3nJTf5NdKFM6ExicqkTpW8ka60r2BHnjbqPbQ+4ziNjj4dXb6t8UAMgzxjbB4ueIpO77c48UfyYbwJPFNUPT9AMCSDSvPhKouy111649tprAQCxWAx33HEHpk6dGunACGlk/Gpm12osLwIEve0J9KdzOG3JDOt3aueHidFLoggJG3lBqVZW6uTGdIjjVC3PHDtRWgZRMS97YmwfzJQlUURXAuW8Wh+RPB2t1ndd95yucuygeROwYt0u6+cv/f0ZzyRKtZ0ocsBWbkVXN+1i/hNVqGKOZ/CDtAKdqWAJDqDoLwIAQ+mcIwEpS/EB9vfKb0GHWGqE5YkiJ3gOnj8B2wZt81Oua4gO9Zp04rfvBgDMntCBwxZOcn2caXWiRDu+VkTeqzRCg1jcpQLcLVAIuO/9NvUVi0Km9bZb6+1dw1nLQyXRCC+4gWlXkvzqz4QIVm4uWh30jeQqHBmcKPxt+0dsH5ENu4pSyxMlecNm6kRx84IJ6i1GSBACXz0LhQITKGTM43dalq891ehKikrG37z3MNz/qeMdJqpqJ4ppjqa/QLlJsxoUUCuq3WiXNP/lhYIIGlKypvnR/Q13DmXK7stQp3nMYCdRRrcTxSHnpTFwHUwH2wBV34lim1iLc8SM8nlUDajYMof8jpDmx2+xhZxE6SxJgA1mnJ0oapBRp/Pt5znCkvOS57ZkPIak9N1m8JLokK9Jm/ps49+3/d+DeFJK7qvYnihcLwdFXhM0QpDczRPla7c85/oYN/+2zaXP0JSelCOJItY8Se6vPHlps9MDuBE+H6QxEUluv+uNIEQR2+mXkj07SvvxCZ12EkXsPaKQNw0bdqKQelDVN33lypW45JJLcOKJJ+Kkk07CpZdeipUrV4Y9NkLqzhNrd+Jj1z3u2MwA/j1R5ItPNRdBESAY35nEzPEdjt8llUpkwxh9Y3k5AFJtJ4rczZKWAiI5K4nCYEOzo0uijGiM4IScFwNMrUmXZCLdFi/eHm05LzlgIm7LgdhBj2pPHdV2olj+CwXTITukBsFUaQ8R/GAnCmkF/AZ95cO6St0rg+mcY81QnkQp/877GUtYU5LwKTCM4jVQXiMxdkl0iM9ILm/isK/e4fjd635wn+vjbDmv6MbWqsjfy462+gfJ4zF9EsULN/820f02pTtldZ/sGrZ9UriOCAblvIgbInmyYHJX6OeWpUEf/dxJZb+fpcSH/CB3oliqJ5I6RDN1otAThdSDwFeDf/3rX1i0aBEefvhh7Lfffli8eDEeeugh7LvvvrjtttuiGCMhdeHGx9bjDT+8H9c/th4f+M0jjt+JDYtpmlYbpA7T0YlShSeKxgxZoLsvjItdoWDiA79ZjhseW+cxLrNsDGVJFJ+BC7myR27JtDtRfJ2GNDA6TXp5USgQSUA1QUhagx+880DrttWJMgqL3HzBtOZGh49TKUHxz6c2Yu32IQCj34lSMOXOvvJzqJ0oVvCDyWXShHzspD1rPkeX1YmSc6wZyuS8AnuiFP8PuxNFBCPo9UUqIeb7+17aGuhx4jLaCJ4ezYajsKIBNhwJF2P53nZ3BXa3ArqhtG0YLTpR+oazlowqC5aCwU4U4kaUnRtysciEzmTZ73eb2h34nHInilVk5pA2FJ6RjZ+IUP3wBM2QACLNS+Cr52WXXYaPfvSjeOihh/Dtb38b3/nOd/DQQw/hIx/5CD71qU9FMUZCRp3H1+7ER6573PGzjJiXv33bCzjiyn/j2ofXaM9TiydKvmBaATPdwl5NWsQMQ7uQLgR83v+9ZxX+9fQmfPS6J1yP0UrjKIFvv0mUZDxmBRnk7gR2orQOPanyzV9aUzknPr+NsJEl4TOlO2XdHk05L7lKU56X5KDr0V+/E/94cgOG0sE6UXReK36QA7YiEaP73It5dWAkhzf+8H5L0oOJRtKMXHrCHlYl5Ql7+5cGdsh5la4nFTtRssESnLbEnu9heaJK78lSfU2gkEHqQKV53a07gcby1SNfu9209UcTN0+U2RM6XR8jvE9URIV2R1tcSqLkrHNTzss/CaWbkBCZajrI/CLmpbZETNu9++nT9sas8R3oSSVw1ZlLfJ3TkUTRFOw2VSeKSxIlir8FIYLAV4Nnn30W733ve8vuP//88/HMM8+EMihC6s3qrQMVjihOzN//90sAgCv+9rT+KGn+Dhos7Bu2Wy1VA26gPGjXFo9pkyhuWrluqNJlOuyOAfmC6xxPkKCiuHDL3QliU8g1a/Pz8Mvby+5Tq4YBu8qeG5XWRE60pqxOlOgXubc9u8m6LScq1ETeh699DAMBO1Gsis6AyV45YOunE+X6R9fh8bU7cdfzW4rPxyQKaVImdrVh1VdPx8/ec4jvxzjkvEqSO7990Fm84ibnFdRYPqxK0qxV7V3qRJHlvBi8JBoqXUf+/dxm7f22J0roQ2p55DXBmlJHaj0Rf0J1jaybl+Sxbx0oT6RYSZRkHONLFezbBtPWvpCdKP7pYBcK8SDKJIpYy7S7rGX2mdGL+y87Hk9+8RS8/dC5nuMT6OS85CRKXJESbmSG3Izlm2DspHkJfPWcMmUKHn/88bL7H3/8cRrOk5ZBTXiobdTqWlaX5AD0nSh9I1lLOsYLWU9bt9BVqxFykra+TFrjPeHFlB67WtytRTyrqVpoS1TXiQLYFQ+yb4z4G7ATpfnRacT+48mNZffpknOkdZADRGLzH7WP08tbB3HpHx6zfvaq9M3mTQyWAhffedv+1v1e3XzVaosbkom1mKN1skPCZFb1aqGcF2lmgiYRLli2EABw0qJp6NJ0NgJFE2BTkloNKudlhG0sX3AWBchBDHYMEB3xCteRdTv0ewdxieLnKjjyXDS9t72OIyny6JqdAIBP/GmF435dQLAzZc9t/1m5DSu3OAsAhzPFObCjLY55k4qdLGu2D1ld/1xre/Pz9xxs3WbhCvFCzL35KOS8xB6hlMj728XLcOI+xZjrpK4218fJqHGsAanrPq2R82qFTpRmkCIjzYu7wKYL73vf+/D+978fq1atwpFHHgnDMHDffffha1/7Gj7+8Y9HMUZCRp1r/7vW8fOS2eMcP6vXSKHRrSJfe4QnyluveQDPb+rHfZ86TtuevWsoiw19w+gpmQAmfQbLsvmCVs8/G9BzQN6DDWXyGNdR/vy2fqZ7UCCIJJNYyGdyBXzr1udx0LwJkhQGF67NzjsPm4sv3/wsAODgeROw/JUd6NHoO9MTpbWRg4giyRp1ldNfH3/V8XMlI+tXthWDVPLcnC0UkIrpA7HVzlN21bvdLagLaIj3LJNTkyj8jpCxw7I9JuPhz5yAyd0p/PWJ9a7H/ey+1fjF/S/j869bZN0XVM4rNGP50vdarQAFgP++vB0fxG7hPBFpGdT1/t7Te/Dcxn7rZ12hFAArecjcenX8vzcuxp+Xr8WlJ+xR76FYqCoCurXS7Akd2DlUrCgXxSK3fORo7D29FwAwnC3uCTuSccwc14GOZBzD2byVbOFa2xvxPgLAjqGsx5FkrCPW5FHYPFrei6V905LZ4/DTdx+CLf1pdLsUlahM6213fIZlP0ovifZ8aR4yTRP/7+/PYsHkTrzriPnVv5gIEPOcIBEzkCuYTdFFQ5qXwEmUz33uc+jp6cG3vvUtfPrTnwYAzJw5E1dccQUuvfTS0AdISD3obHMGzNQEgQkXXeKC6ahqMqVsy0i2gFy+gOc3FTdEj7yyQ5tEed0P7sOa7UP44TuKJsx+q1/ckihBZcTkBFE6mwc0XTa6oJ/6HqUCtD6L1/jXJ9bjf+9eBQBYOnd88XcMFjY97z5yPlas24XX7T8TT67bieWv7NAu/Cjn1drEjfIkSpSeKOlcHt+5/YWqHiubN2ZyBddqdpGkDiqLYVhJFNNKsOsCGmJuXLllULmf3xEytphaqhL3klURyfoP/OYR676gcl5mSJWkeQ/fgdfvPzOU5yCthbreXzC5C5efsQjn/OwhAE4JFhl2otTGuw6fh3cdPq/ew/Akp4nOdrUlMHtCB9btGLbuu+eFLXYSJWPLecViBnaf2o0n1+/Ccxv6ALCjtRJuXY+EqETriaKXJpWVQyqx3+xxjoR8VkrIi5hOysMT5bG1O/Hz+1cDAN552LyGkiRVpVyT8RhyhXxTdNGQ5iXQ1TOXy+HXv/41zj77bKxbtw67du3Crl27sG7dOnz4wx+uWOFJSLMwf5JTfiijVH+pe+xYzMBdz2/G4iv+hb8+bldJyrIQQ5k8Xt1p+41MdGnBFJq8Nz9ZrKD2m0TI5guO9kz5/iCkJW1J9cIk0FUtqMMM0okiFvIrN9ut6CK4mgxo2Ewaj2Q8hqvPXoqTFk2zgr9ZTfDcSs7xb96SyPt1EQhN56IzcpUDCzq8lizjO+35WfdZFeStxF/QThThiWJac51urneTM2QFKRmr+JXnEvhdi8RCriS1pf7s5//vZ0/EL887BG84gEkUUo46r8djBpbtMRkfeE1Rzq5vWO/ZZRvLRzs+Uj/ymnVIPGZgQmebcp8934jga3upMHBabzHourlkRM91hDc9TKIQn4g1fRSB+75S8lwolFTioHkTyu7rVR6blcbpxxNF9undovFfqieqnNdoKR2QsU2gSFUikcAHP/hBpNPFL09PTw96enoiGRgh9WRYMalSExHqvBwzgA/+9lEMZfL48LWPa4+7/dlNuG65bYQq8isjLoZYYgPu5S2y6qun47yj5gMotvkPjGg6UQJeRNLSa3UzWdR5V6hJ1CCeKLaxvP3cwpvAr5wZaQ6SHl4YOcp5tTSyrE17SWJnJKBnUxB086HMiftMc/1ddyphJTXUJLqM2IjoJHu8MCRj+ZwlCVY+17kl0YM+HyGtgt/OEnGs3wKvWNieKIqxPFCsHD12r6ksOiNa1KS5mP8ndxeD366dKAVhLM/PVbPzjbfsBwBYtvtkx/26vdx/Vm6z1lKCLklJQexlhSG12Gv1l1QL6PPhTSxm4EfvLKpCfPLUveo8GtLIiDV5WOsHmZ1DGQDODnkvfnX+ofjThUfggDnjAQC/OO+QsuJE2S9El0QRHfLCj3H7YMb63bYB+3YjoMbsRJwhSqUDQgJHJw877DA89thjlQ8kpIlRs9pqJbIq5xUzjLJJHCi/mP7wzpXW7XzBxD+e3IB9v/Av/PmRdcXzSseLILNXu3UsZuCQ+RMBFI3HdFXdQY21sjl7DOf+/GHc/symsmMyGmN5de8WJNAhNor3vrjVum+k9DfgIr+1EAkS9XOZyRWspGMqHqzSmDQH7VIFeUfJRyrKTpRKCeQ9p/Xg9o8dgyc+fzL2nWlrX8djBlKJmDW/eXXziY1GUFkM2RMl55GIcUuWMLlMxip+PU6AYOsQ+TsZBjn6upGAqJ8VkVTp7SheL/tcCgPE1oFyXs1PRykJonqiuAVndypeHb2SBLMo0hPn/MeTGx3HUs6rMqcvmYGXrzoDFx27e72HQhqYKOW8hJeJ2nXmRncqgUPmT8Qv3nMI/nThEThur6lle+6CaY9VFLDK66UbS36SP7mnKLG+uT8tPbaxkhPCy1Ig/Hp1EoiEhEXgq+dFF12Ej3/84/jBD36ABx54ACtWrHD8I6QV2DnszLKXBdHKOlFcNi4e15lcwcRFv3sU+YKJ//nTEwCci2ZRGVApiSAWx4OZnDZo6CVFo0N9rd+89fnyY0qJFlkm4zV7THEcEyiJopHbEEkp+mO0FiJIkFU+q3LisqONSZRWZEJXG/7n5D3xiVP2wsTSZmBrhBVNfhb6u0/txrjOJK6/6EjrvnzBhGEY1tzjZuYLwFOKywu56t1KxOg8UVzOy+QyGauocl6fOGUv/Oey4/XHBvBmkyX2wsCrw4wQHep6VxSdCBkXWVKlIK2hKOfVOthV1M51h25/d95R8/GiJIMMOPdwYu3SXpoHP3jsbspz8QNDSBhEmUQRidLxPpMoggldbXahrWYfI+YK27jeXi8tnlUsLJs3qejdKyQAgWgky6qloBmL6LpppHGS1iOw2OPb3vY2AHCYyBuGAdMsBh3y+eiqSgkZDTb3jeD+l7Y57ivzRIFzo+1WLewVxMtrMuRyIFk8Z6UkQmdpcTycyWtlZ4Jm4tVz6F6brhPl2L2m4G0Hz8F1y9eW/a4SuoW8kPnhIr+1SLhsEIeyJXmBmBHos0Oai4uP3wMA8HzJ4HAgnbPWD2ETZDMjJ4TFnOOnE8UKlAZM9som1t6eKG5JFH5HyNhELdD40HG7YzCtr9APUsxhWJ0o4cp5cQ1D/KLO9+JnYXAtpFW+f8eL+M7tL+B/33UwTlo0jcbyLYSYLzb1pbGpbwTTetsB6D1RJnen0J1KYECa/+RgqdhTii7gT56yF35890qrc2n9Tm/fOEKIP+JGlEmUYrHZeJ9yXjp0Prw5pRNFlgY8bfEMPLW+D/vNHgfA6YOii1/Vi6xmLCJuRk8UEiWBd+GrV68u+7dq1Srrf0KanX88ucG6Lap21LZq0zQdHR5u1V9e8/eOoXJt40EpiSIWxZUqnDtLsjhDmbw2YRK0E0WV19G9Bl2CxzAMHL/PVOvnIMGLdk21qOhEYRVna9HmYiw/lHHKDpDWZsb4duu2TgoxDNQKpX1m9Loc6dSSF9VY4rPq5Yli+R5U6YnilPMqn+tckygsOSZjFLlacua44jzS6XLdCCbnZX8nw0BnLE+IF2rCTczz4nOcKa3Pv3XbCyiYwPt+vRzZfMFK/DGH0vyIPc/6ncM44Vt3Y+OuEQD2OkEuMkolYmVJX7noY6T0eRHBUcMwrMI7APjDw2sjeAWEjD3ipbk7H4HU1Y6Anig6zj50LmaN78A5h8+17suW9jZC9k9eW6UUr9ot/SPW7wKqxEeKLsYlrpv0RCFREqgTpb+/Hy+88AKy2SwOPfRQTJ48ufKDCGkyutvti1R3qfpLnYhNOBMrcgBuWm/Kuu1V0fjL+18uu29IqiYS7ZuVNuCdqeJFbyiT014wgnii3PncZksH0+vxGZcKy5Rjce8/GN7b7j4VtSW4K2wlhAzRv5/bjO2DGas6RlTMuQXDSGvRUzJuzxVM7BrOWsngMBGbmZnj2nHGfjPwloPm+HqcmMcSPnR17U6U6uW8xDl0FetMohDiRK6WfPeR8wG4G2q3BViHxMLuRCnNG27fYUJU1PW++FkEzjP5Au6TvAMB4NqH19ATpYWQi9MG0jn848kNOH/ZAquqOhWPOYygy5IoUtGHCI7KhWp7TOvB42t3AgA+c/rekbwGQsYaohNFJy9VK9XKeclM623H/SXZ0989VLxmZAsFmKZpe6JIaysxZ6RLqiCy9HIjeY3oYlRRSqsRIvBdHrVixQrsvffeOPXUU/Ha174Wu+++O26//fYox0ZIXZCrfOyq+XJDLrk6Wb4t2u4B2+xRR7eUODh+72IHh9yJ0j9SvGhWkoIQQefhbL6sYwYIpgl53i//W3afTspG3KdWecoL9Wnj2uGXnnb36gp2orQWcpDgp/fa3YuiG6EjgIY9aV4Mw7AMUPuG9VI8tSIW0BO62vDZMxZhr+k9vh4nrgFxH9VM4ndBvZtkE+t83j3Y6pYsoVcUGatMkGQp+kbsjt7J3eUBhkCdKDHhiVLD4CTyHslRQnSo8734We6KPOdnDzmOWbll0CoYYBKl+VHniy/9/RkAduBS7URR5yuxDzRN05JFlvdmCyZ3WbeFXwIhpDZEqCIKHw47iVJ9J4pMMiZktU08tHq7NYfI84RYO4lutq0OOa/GSU7oOlHEXkon9VX++EJoPnhkbOF7d3HZZZdh7ty5uPfee7F8+XIcc8wxuPjii6McGyF1IS1Jyxyx2yQAxUWpPMkWTNORONk+aGfoV20ZtI4VFULfP3tp2fPI/ifiOLkTZSTnTyamM1lMxmTzplV1dNlpe2Pfmb2l+/1XDLRpAnM6KRs3vxa5i2D2hA7fz9vj0YlCA+XWok36e8qLTfGZCtLBRJqbcaUkyq7hcmnDMBDzatBKcDGvJXxUM2WrrDa3A7amZECt60TRL9M4L5Kxirzu2Npvr710VZrBPFHs7rAwsOS8WAhCfKJeA8R1RQTON0nmvoKHV2+3rlHsemp+dOoDpmlaMoPynNamSaKIeUf2RpG798S6C6B8LiFhIV/nw+xG2TGYwfObih6SE2roRJERidpsvoALfrXcut+hJiJ1omRyBSuRAzSWYbuuKybm059mc/8Iln7pNnzyzysiGRtpbXyv7JcvX47vf//7OPLII3HggQfi5z//OV588UUMDAxEOT5CRh2RiDh13+nWYrOYqZYOUjpR5Aw9AGzsK2pHis34YQvKq32EURhgVzMPSYmVvCUT4/01lRfBIhjZ2RaXDLwrX+zyBRP/enqjtpMlo3l8VmMsr/4cVhKFFdethSy7snKzff0QnykGh8cOQsavL6IkipjOglbn7jmtG4C9KfLaMOQ9EiBeyCbWXub07EQhxJ2Y9P3o0gQEUwE6G0OX86KxPAmIq5yXx3z/zIY++3gmUZoedb6Y2pNyBAPbFNlkdb7KKD4HgLPC3JFEYec3IaEQl/YZYfqiLPvav63bOnP4akhI3qQDUvGufJ2xPVHy2DbojHHlG8hrRBfjEnNopfjXbx9cg4F0Dn96ZF0kYyOtje9d+NatWzF3rm1GNGnSJHR2dmLLli2RDIyQemG3P8esxaraLmjCdBiwq0E2oSFp3WsA8yd1Oo6RjeVFAHkwUy5rU2kD3paIWRsnIYuTiMWQFFI0PtoZ//DwGnzgN49of1cmZVYwrfdDDeRN7rb9YKZItyvhJefFYGFrIVfHyZtBt88UaV0sOa+RYEmUa+5aiXN++pAjSKCj2upcUdEuEnpe1Uy5fHVJFLtSyjsR4zZ2fk/IWObKM5dg8axefPiEPaz7dFXVdTWWZ3cACYibsXxS8zk+bq8pZffF+FlretRr++b+NPpH7L2h3K3dFo+V+QiKYjixl03EDMc5mUQhJHzkhtMw5a5kmfeZ4/0Xp3qRdJGql4scLU+UXMHR8Qs0VieKrqjXrycKZbxILfjeXRiGgf7+fvT19aGvrw+7du0qu6+vr6/yiQhpcERgrqMtbl1o8gXTUe1jms5gsIqQ/xIPMWDgjo8fiy+9YV8s230yANsDArAvSHInisBPsEwED/okH5WE1a5Z+SJx6zObXH+nXmRljUm1E2Vydwp/vvAI3PKRo12NXnVQzmvsMCJ9xo/Z0w4CsGp37NFbpZzX1255Dve9tBU3PfGq53GWnFfAThRR7WV5onglUQqig6o6TxQTpjXHBvNE4feEjF3OPnQu/n7J0Zguea+dvmRG2XHBkijF/8PaWOfz1c0NZOyiXgPEz7rP8ZkHzi67j50ozY/ubyivdRydKMkY/u/cgzFrfAf2mFrsoBXG8sMaU3kAWLN9yLrdTjkvQkJBlvNqJM8QHX46NexOlAJ2DjuTKGF164aB2J+lpHWWiJtVSvY00usgzYfvlb1pmthzzz0xYcIETJgwARMnTsTAwACWLl2KCRMmYPz48ZgwYUKUYyVkVBALz1Qi7tjQrNo6aN02TWilrwSZXMFRzRiPGYjHDJx7xHyt+akIIA+myztR/Ohpi4vdYLo49mQ8Jl1EKnei5D2OUT1R5KSMTmLg4PkTsff03orPKdPV5iHnRT3xlmJE6uBKSTrNGSuJwr/3WKG3vTZjeZ1fk4zYyPidQk5eNA0A8M7Dil23IpiR85jrbWP5gHJesE2sPTtRXM7L7wkhTt552DxcffZSR2V2EI8tI+ROFLGBTzKwTXyirnfFNUHVwo8ZwGv3K08asuup+dFd279w09PWbYcnSjyGwxdOwv2XHY/TFk8HYK+lB0rdK2oNydK5463b7EQhJBwcnSgNHpy3imyl2I8qO28Zy2fzZUmhZulEqRT/aqCXQZoQ98ilwp133hnlOAhpGEQioysVtzT7AefC1YTpGcBL5wqOi45cCa0zCs5qPFEEfoJzYtE9VJIDS8QNa/PlpxPFqxohVzBx/0tbceRuk2AYhuN1hxXI8zoPO1FaiwPn2sl2OTZtmfAyODxmqNVYXsxx9764Be/62cP4n5P3xMXH2/I+QY3lrznnIAxlcpa8oL9OFPEc1XWiFEy7y1EnxeLWRcMkCiFO4jEDr99/Jn7475csI1Y5UV+JWFTG8vyuEp/EYgZihh3cEZ8d9Rr2loNmwzAMLL/8RBz85dut+5lEaX6m9npLIct7IlnmTZXoufa/awDAIQUGAG84YBZueGw9Dpk/kesIQkJCXquHaSy/eFYvnlrfhwuP2S20c4rvvVy4+5N3H+w4RhSgpHOKJzC8C29HGxG/kpMoYm9YybulwXNdpMHxnUQ55phjohwHIQ3D9pJXyYTONhiGgc62OIYyeUcgzTS9q6CLnSj28XJ8TbdmFdly3Tn9bMDFxUMkYRKxmGQcVvliV6mq4J0/fQg/PfdgnLhomkN6JqwNm1eiiPIErcXiWeMwsasN2wczjoWYqPZvY9JszNDbUVyCVJtEEUmHd/3sYQDAN299AeccPs/yNLE6UXzKecVjhsOfSXQBenqiFKqToRNV76ZpB8x043T3ROH3hBAdcpCxGjmv0DpRhJwX1zAkAIlYzOomkD87B8wZj8fX7gRg+whO7k7hK29ajM/e8BSA4NKVpPGQu+dO3Gcqbn92s/WzYTiTInKhn9gHZnLFCex3D61xfY5fnndoaOMlhDjX6mF2aoiO/X1m9IR2TtHxuH3QlulSFUGSkiekWlhSybB9NLH3YLpOFMp5kehgCQIhJURyYOdQ8aIi2ufFpkS+aBQqJVHyziSKfHHVVSyLiV6X8PAjBaFWE7UlDF+al9bzK897qWTWKrjvpa0A7NcdZhBPZ5oJFDeQQbxVSHNwyPxiN4q8wMlaQQNelsYKYtFeySBeRq7w0s0MT6zbZd2u1lhe4KsTJV/dc8hV7wUr2VN+nLsnCr8nhOiQC0+CyHlZ33cfhSd+EPMGu2lJEOTPi3xdkeVzZR/BmeNss2Eay7cGnzhlLyya0YtvvnV/x/2JmOFI8u4+1Q6sijWBSMDppKMJIdFgGIZdiBFiEqXWfYwOcY3ZUUqidKcSZeePSesh9eU0kueL3fFrj99PARzg/DuF+TcjYwPuwgkBsPzl7dj7c7fgp/euwg6RROkqSbqIZISjfdGs6IkiT95yhbEuKCYCcbpz+tmAqwG1RCxmXUT8dKJkpETLwsldOO/I+WXHCPP6jNUxEN70IZ9Lfn8YfGhNdAscsRByS6iR1kPMW+kK3iYy8hz5iT+vwFrJJBUAvnLzM/j09Svw2wdfqdpYXmC1hHu0rluB0qrlvOxqKG0niss8yyQKIXrkwpMgnSiyfEUYiDUjCwNIEOQ1cNIh3WTf7pU6JhfPGjc6AyOjxoeO2x3/+PDRVletIB4ztMUjgL12Fkng1+8/CwBw9B6TIxsnIcRGJCLC9ESpdR+jQ+wfhPJKd6pcmCguecSVdaI0UMLB8qWU1lkJbdyuHPlVeMX0CNHBlT0hAL57+4vIF0x8+eZnsWPQlvMC5EBaQDkv6dcxQ19ZJhCLXl3Co92H8V+bEihIxA3pIlL5Yic/b1cqgQldbbjp4qMcx3SJJEqu3MSrVuRNY4dkCjuS5UWtFbErXMo7UWjCO3YQc4ifRK8grcwJR3/d6df2wqYB/OHhtbj8xqcsz51qq3P9zKHVSvaIMZmmact5ac7h3onC7wkhOhxyXgE8UcSxQTrjvLA29/yukgA4ZUnKPS8AZyfKlJ4U7vyfY7H88hNHZ4CkbnglZIUUrlhPiQDi0jnjIx8XIcSO9YQpd2XJEoe4NxZrEqG80t2uSaJIsS9TSaI0VCeKKFbRdHAWTO8OEzk5xCQKCUpdkyhXXnklDjnkEPT09GDq1Kl44xvfiOeff95xjGmauOKKKzBz5kx0dHTg2GOPxdNPP12nEZNWRdbkX79zGIAk56UxaDdRSc4r76hEiFeojMwKOa9c+WQvV5y5ofpItMVj1vOoQUcdsnxFZymJsd/s8Vg4uUu6v3iRzUbQiSJ3HwSR3yDNiS4xacl5MeA0ZrA1vAMkUfL6AOeMce1l9+Vr7kQRlZ2VjeWr/dwWTFPybin/vbsnCmtgCNGRrFLOqz3kTpSsJfXH7yrxjzznO7tS7M9Rb4dzX7Bgchcmd3sbkpPmJx4z4LacseW8SsoGERS8EULcSVjB+xCTKKVThdmJklA8UXo0SZSY1FXTyHJeOUvOS69o4lUEJydYsiGt+8jYIfCVddOmTa6/W7FiRaBz3X333fjQhz6EBx98ELfddhtyuRxOPvlkDA4OWsd8/etfx7e//W384Ac/wH//+19Mnz4dJ510Evr7+4MOnRBXdIvMid2iE8XZIg0Uk3vpXHkwb96kTgAaY3np2qdufuRz6yqydRe3SuNPxGNWG/jTr+7SPcSBnCAaJ49PGnen0okSpuySfMHbOpAO7bykMdG1PIvPlZ/OK9IatCka3n5wSwrPmdhZdl++dN5aPVFeLSXWddjV5kHlvGxjedNDzoueKIQEQ/6+B0nQtofciZK3DE9ZGED8ozPIBdw9UUhrc87hc63bXmsZ8bnJ5goYSOdw7X/XAmBhGiGjRUxTIFgrhQg8UUT8RsjX6+S85GJHNSnUWEmUchUL+b3yGqu892QnCglK4F34kiVLcNNNN5Xd/81vfhOHHXZYoHPdcssteM973oN9990X+++/P37xi19gzZo1eOSRRwAUAwvf/e538dnPfhZnnnkmFi9ejF/96lcYGhrC73//+6BDJ8QVXVeF6AARRYRyNrtglktN9aQSWDSjF4CQ8yoebxhwmKPrkyjunig9PjpRyj1RDCt4cOsz7olP6/kl7bHxnfbz6S7ZUXiihFi0QZoAXSeKqP4NomFPmpu2ksZ7oE4Ul2N725NllbhDpWBotW3wYlz/e88q10SKmDuDG8sX/y/qDRdvGzpPFMp5ERIIeW0S5HsiEvhhyYiKDmN6opAgyF2N8udXvt9PhzppDfabNd66HY8Zrp2xVhIlX8DiL/zLup+dKISMDvEoOlGikPOKCWP5ogqL7noiirqKSRTn7xrJEyWrUQOIOzpRnOu5QsG0CmXktZ5OCYYQLwJfWT/1qU/hbW97Gy688EIMDw9j/fr1OP744/GNb3wD1113XU2D2bWrWDE/ceJEAMDq1auxceNGnHzyydYxqVQKxxxzDP7zn/9oz5FOp9HX1+f4R0gl1EVmh1QNHzfKA74myqsVv/D6fa3zpHMFVymZcZokitB01C2Oezt8dKIoCY1kPIbN/XZHh5cmpPq8spGhvPkXF02rEyXEJEqYJmyk8RELHPlzZydRWDU3VmiLF//WgTxRNB2AQLGKfLcpXY77BkZyAIBq8w1Prre7+B5fu1N7jJgXgyY17E4U09M40i0Ay04UQvTIG+gzD5zt+3GWBKrLHBOUHCUqSRXIn9/ulL1f+OeTG63bTKKMHbaVJHeAYgHSx07eEwBw9qFzHMeJohR1PcUkCiGjw86SUftDq7eHds4ojOXFmsSrE8XZzeGcU9Sf64nVieKQ87Jvq50o7/r5QzjkK7ejfyTriONlXKSiCXEj8JX14x//OB588EHcf//92G+//bDffvuho6MDK1aswOtf//qqB2KaJj72sY9h2bJlWLx4MQBg48bignHatGmOY6dNm2b9TuXKK6/EuHHjrH9z5szRHkeIjLrITGoy2nI22zRNjEgb7Y5kHMfvPdUhT+NmFiwCezIimKyX8/LRiaIZ/3lHzbefM1P+nDJyB8zELjuJomuJFNJfYcp57T61G4Atp0FaG7sTxf7cicAVO1HGDtV4orgdO5zJY7fSPCLoL8211VZwyV15bi3huSp9D8R+qCAlUfSeKPrHM4lCiJ4tUgHJhE7/wWbRieLlI/ePJzfgoVXbfJ3P0uoOsYKUtD5J6Voir8f3mdlr3dYZAZPW5OR97RhIPGbglH2n44FPH4+vvHGJ4zixJlC7dYUUMyFkdPjsDU+Fdq5cFHJecacnitZYXkraZJUC30bqRNGts2IeY7//pW3oH8nh3he3Yihjx/HC8sIjY4eqduELFy7Evvvui5dffhl9fX0466yzyhIdQbn44ouxYsUK/OEPfyj7nSpxYZqmVvYCAD796U9j165d1r+1a9fWNC4yNlADtzpNYrlq3pTkvM4/agEe/uwJmNjV5ggKiu4P9bp35oGzrNvvO3pB8dwFE6ZpauW8en1sllKaTpQD506wfu4bzno+Xn5tsiTOdMmsWe1EUZ+zFnrbk/jvZ0/E8stPwpuWzqr8ANLUiICzvBATgasUE2ljBrlzzy9ux24bzJR15A2kRSdKdZsPOXEiKrZURHI9aKBUrGEKJiByibpkj1tyhnJehOiRpffc9go6RBIlky9ok6Zrtg3hot89irf934O+zmfLTPCaRvwjdy7JAfBvvXV/7f2ktZH/1mKdMWNcR9l6Qexbn9vo9Iylfw4hzUsUnihC8UHsp/TG8vZttcC3kTxRhJKLvM4yDL1suKzKUjBNDEkFxmqyhZBKBF7Ziw6Ul156CStWrMA111yDSy65BGeddRZ27NhR1SAuueQS3HTTTbjzzjsxe7bdej99+nQAKOs62bx5s2vSJpVKobe31/GPkEqoVb3OJErxtlPOy9ZU7GlPWN0ichJFHK8G8NqTcbx81RlYfeXp+NBxu1v35wpm9Z0oqidKaRM2ubtYxdav6X6Rkbts5G6Qy07b27otugbEGJOJcIN4U3pS6E4l8OU3Lg71vKTxEB9XvScKgwNjBZEICGQsX/qctCVijrlqx1CmLLHQP1JMHusM2/0g6xpvH9QnUfKWnFdQY3n7OQpVGMtTooMQPe1VBpjlYhqdpNe2QbvDxY8EIY3lSTXIwaB2SVp41vgO6zY7dscOsry0V5jPbQ1Saf9HCGlcLGn4EKd8tVhRbywvybkrCYZGSqKIsanrLJ2KzLAk31Uw4ehECaKIQAhQRRLl+OOPx9ve9jY88MAD2GeffXDBBRfgsccew7p167BkyZLKJ5AwTRMXX3wxrr/+evz73//GggULHL9fsGABpk+fjttuu826L5PJ4O6778aRRx4ZdOiEuKIG8eQEgbhwyVXzcieKvMlxJFFEYMwlCGYYhmOzlMub2ky4n06Ucjmy4s9qtYEb8vO2S0HsPaf14KyDi4lNqxMlAmN5ma5UwiFhQFoPuRNl51AGpmlSzmsMIv7WQTxRxEJ335m9eOILtl9avmCWBRFqlfOSNwrbBvRJlGy+uioxyxMF9iZJL+elP2+XZtNDCAG+fdYBWDJrHH7/vsMCPU5ey+kkvTqk5Eyl7l7AnhtoLE+C8LTkxSUXCnS0xfHo507CiitODtRhRZobeV7Keuzl3PZkcyZ2hj4mQsjoYBnLhzjnq/vspu5EEd5zyjpL14kyKHWe5PIFR1IlyD6UEKCKJMqtt96Kq666CsmkXR2/22674b777sMHPvCBQOf60Ic+hN/+9rf4/e9/j56eHmzcuBEbN27E8HCxFd8wDHzkIx/BV7/6Vdxwww146qmn8J73vAednZ14xzveEXTopIl5av0u7HCpBA4DdWEqaxJrjeVNWJ4o8iYnJXmimGbl4JpcZZwtFLSTuJ9gWVknTWn81XgOyAt2QAp4K74tUUpUhNm2ShoP8bm/8/nNOOBLt+Fbt75gd6JQzmvMIIzlg8xPItnWFo85upZmju8om5OsJEqV04m8T/jNg69oq9NtU8OgSZTi/6ZpQjS8BOlEoZwLIXoOmDMef7tkGY7cbXKgx8VjhvU9HtF816XGNPT5qO7eVTKZpZwOCYJcsKWuxyd2tdFUfowhBzwzHpIzbuoAsrQzIWR0+M2Dr4RynijlvAQ6xRNZRUX1QGkoTxQhmxpz60SxxzqUttd1A+kchjPNl0RJ5/J45JXt1t6T1I/A0apjjjlGf6JYDJ/73OcCneuaa67Brl27cOyxx2LGjBnWv+uuu8465pOf/CQ+8pGP4KKLLsLBBx+M9evX49Zbb0VPT0/QoZMm5an1u/Da79+HU793T2TPUdaJovFEkSdYEybSWZFEcelEETr3HtUD8vPkXTpROpKVg2Xq4lnIeVlG94GSKN7ZfLfWyTBhCqW1Ed+pVVsGAQA/uPMl2xOFcl5jhmqSvLZ3TvFz8rN3H4zDFkzEt966P9pUOa90MYhZ7eZDrbba3JcuO6Za00fLE6Vgy4bpLhVu5+1sY2CWkLCxunc1nSiypIWfTpSNfSMAnN5yhFRCTrqpSRQy9jAcwUz3tZJaTLfvzF68fNUZkY2LEOLO524Mx1w+7yH3Wy1qnEcn5yXvPdRC40bqRMlZhb16jyh53SZ8MoFikZ0s56VKljUql/3lSbz5mgfwrdteqPdQxjy+duFXX3013v/+96O9vR1XX32163GGYeCSSy7x/eSmWfkDaxgGrrjiClxxxRW+z0tai9ue2QQA2KQJYIWFmoF2ynm5dKJYcl72xUjnieJ14YvHDBhG8XxunSh+pGh0xvKO8eTLqyrt1+L8HqoLcVVX0s76R9cxUPAxN5DmRVddTzmvsYdIxOYKJgoF09dcZ3vnFD8nJ+wzDSfsU/RIUx9vd6KEk0TRzc+5qj1RhLG8aXW86BIm6sZA0MVOFEJCJxF3rndk5Pt2+Uii7Bgqdk9PojwpCQA7sYkbXgUnqpzXSNZ930cIaQ7EtiPKTpRuTbesYRiIGcWO/GxZJ0p1XRD9I1k8uGo7jtlzSmi+jpZsaoXYFeD0QOkfyTnkvKp9TaPNDY+tBwBcc9dKfOrUvSscTaLEVxLlO9/5Dt75zneivb0d3/nOd1yPC5pEISQopmlGogWczTkvEHKCQAS7yj1RSp0o0sVILGLT+YKVCKgUW0vGYsjkCyVPFOck7td3pEzOS3SilC5Sf3lkPZ7b2I+Ljt297LFqW6Z6oZYDnYCU9Y9wozdjXAe2ungQkOYnrgkMy4bhZGzQ5pCpKKA9VjkxkBFyXprPyUjGGTQYCD2J4vy5UDCrNpYXQyqYdru+bpxxl2R1B5MohISOWPvpuoLltZKfJIotUcnvKvFPnH4nxAUvyRm1iGRlqdObENK8FHxIwwdFLVbUdaKI5yzkzTLpqGqVpC77y5O4+ckNuGDZAlz+2kXVnURBJD+Syvuj9USROlF2DGYcSWndmo8QL3wlUVavXq29TcYev39oDf719EZcc86BkcqJ/PjulXhp8wC+/ub9HJ0Sw9l8JM+b9kheiMpERycKTNsTpU2W87I1/gs+WzATcQOZfMlYXqkycqtCVlEDiiLRJF7HzU9uwM1PbsAh8yfikPkTHceqlU3qhVoE8fKlC4zViRKhnNf33n4APvfXp/Ch48qTPqT50QUJ7A4DBpzGCmVJFB/BRrUTRaY/7fQpyFnJierGlze9O1GyUuVS0PnQHpMpXSvKj3MLqFHOi5DwsYpGdEkUWc5rxDuJYpqmtbbyWwxDCACaxhNXvAJ97OImpPWIwlhe3Wu5ycYXn9MsK7bNB+zauHnFBnzo949aP//0vtXhJVHcOlHi5QXQsrH8dcvXOo5vFk8U0jgEuuJms1ksXLgQzzzzTFTjIQ3OZ254Ene/sAW/fiAcwyw3rvrnc/jzI+tw/8qtDiM9P9V/1VBmLC/Jebl3opTkvBJunig+kyjCc6VQKDMN9Fvd7HacmlzZ2l8uiaZeOBZM7tKOL6d4orhVSIfBwind+N0Fhwc2hiXNga6ipr8UlOJGcOwgBxf9+qJ4JdsGXMyeq63ges0eUxw/lyVRpPk6aKDU8kQxZU8UXSeKfuyUfCEkfEQyNFujnJdjbuA1jQSAOTdSDZO7U/jWW/fHkbtNAgBc9/7D6zwiQkitRGMs77zIzJnYqT1OPKe6Pwuab5ATKGFjy3nZ749p2l3F/3xyg3X/YFq/RwSaxxOFNA6BShmTySTS6TSrZIjnRFQrcufJtoGMQ9d1c18aM8Z1hP6cqrG8LOdlJRGkYwqmact5uXii+G3BTEjmV2XeLD53U26bdPV+XaW3fHF8+ounlB2jaoSLCoQojeVJa6PzvNk2WJRvSyUZQRgrGIaBZNxAVjP3ueHlnTPgcl2qds1yxesXYZ8ZPfjGv55HOlcoqwKVrwm1eKLkC8XbQTxRCCHhk4yVm5EK5EIaVTpQRV5TsjCABCHMimMytnjzQbPx5oNm13sYhJCQEB3xYco8jutIWrdPWzzd9bi44Yz/CBrJt9aKSUlxO8Ow91M/uXc13rR0NhbN7MVg2n3dpiucIcSLwCv7Sy65BF/72teQy0UXRCeNT5SL/LQU1B/K5B0yWhv7RiJ5Tq/kRTym6USBbCxf7omSyRc8zYJlrE6UfKFMd7LNZwDNTQZHTaLoxiLe7/ZkDF0aXUxVV1IYjEVpLE9amyFNAEqsySjnNbaw5kyfnSjDmfJ5V3DSomnax1Rb2dvTnsQFRy/E/EnF7jz1OiECpfKC3S/i8IJpFw5o5bzYcULIqGEVjWiSunJiRe0aVklLxT+U8yJBYBKFEEKaj3mT9B0dtSBiTzov0WpZtoet8vHMhj7X4+Iu8qaqvFc9ybpIzMsF2Of/8r8A9DKsEzqLCSV2opCgBBbVfuihh3DHHXfg1ltvxZIlS9DV5ZT+uf7660MbHGlcojQVH5YCrEOZnGOy3rgroiSKEsBr08h5ycmcgmQsL2tJpjRyXpX2QyJhkyuYZZXOqsajG8NZfXZd3bzrqr1FINCtkjquGK3mR8EThbQ2IgEJANN6U9jUZ8vMsWp3bNGWiGEwk/efRMkWCzg6NcbqbzxgFqb2tOPJ9bvwtVues+6vNSgl5B3VjkUxJwbtQgHs64JpmlbCXdcxE+W1lhDixFrvaIIEsg54pfnKkpiIGWWGz4R4wcQ5IYQ0H+ccNg9f+cezoZ7TkvOKyBPl2D2nuB4nnlONTRUaKImS08SwDBSN462fS2+dToZ11oQO7BjK0hOFBCZwEmX8+PF485vfHMVYSBMR5aZwSEoI9I3kHBvXq/75HN595PzQn1MNjsl+H7rKRNMh56X3RPF74ZPPr47Dr2RWpzSGRTN6XR+v2/iLC4db8LqsE6V0PIN7pFqEJBMAdKcS2AQmUcYqYs5M+0yiiC4mXRIlFjOwbI/J2DGUcd5faxKltDhXk+3imlBNpblDzss0HPfJMKBGyOiR9OhEyTo6UbzlvIT8BYtNSFDYiEJU7r/seLzvV8vxrbP2r/dQCCEuRBEbE3JeYYt//PPDR+PmFRtw0XG7uR4Tk5RSHGPykUS56YlXsWHnMM49Yn5N46xETipYkRmUCrI37BrBYDqn3WfOHt+Jp9b3NVR3DWkOAidRfvGLX0QxDtJkRNuJYkvFXX3HizjzwFn277J5bO4fwcTONuwYyuKHd76Edxw2F3tO66npOdXkwiZJNkwEtuTKxEyuYE24Wk+UfMHWsfQp56XrJvFb4fy6/Wfizuc3Y58ZvXjf0QvtcyuPV5M0gP3a3QKBtieK0onC4B6pErkTpbs96fhdykWajrQmVoLCZxWQnURxX750pZyfodCSKEo1VtaqgAp+ftF1YkpyXropmLKJhIweCY18q0AOHGRz3hvufATVo2RsQDkvojJrfAf+8eGj6z0MQogHYYdFTNO0pK7DXkvsM6MX+0hFtzrcPFH8JBwu/cNjAIAr//lchSNrw5bz8t4r/fbBV8oK4Trb4hhvyXmxE4UEI/Du/Pjjj8fOnTvL7u/r68Pxxx8fxphIgyJPMFFWx6p+CapO4crNgzj663fikK/cjl/+52Wc+t17an5ONTg2MGIncnTG8vIYtZ4oOdsTpdKGSATodD4RQYzlf/COA/Gh43Z3+KCoiRFdJ4q4L1mhE0W8fkumgjrfpEpkvfhuJeDNTpSxhdy954dhj04UgZpgqXWqsqrTlY1EJlf9XGh7opiWSaOfTpTJ3Sn86J0HBn4+QkhlxHdZp48tJ3p1BSkyIolCKS8SFH5kCCGk+Qg7AS4XbtSjKz1udaI45enDMJYPK2mR81nM1paIlRXr7Tal2yoUruRzR4hK4J3/XXfdhUwmU3b/yMgI7r333lAGRRqTTJ2SKGrb4AMrt2KD5I0SRgeeuiEekrphYprKRDFGw3AGfWVpGiH3VamQWEzgI5pOlA6PQKEfyuS8quhEEdJmdicKZSpIbSyaaVe/yJ+7mMEOp7GGlXj23YlSnJu95sbulDOJovMaCUIyrk/0ZEOR8wJEbkY3TvlaO723HcsvPxGnL5kR+PkIIZVxS5gCzrWo3yQKr2ckKOxEIYSQ5iPsy31eSlbUoyAjrhTRJkvxID9yXpXol4qVa8H2n4vhwmN2w+TuFN5/zMKy47YPZhxedQDwy/MOsbr92YlCguJbzmvFihXW7WeeeQYbN260fs7n87jlllswa9Ys3UNJi5DOjk4SZVhJoqib1XwIGXDH+Qpm2QVhIG2PIa4xlheBvPZE3BH4squq8/jAbx4BAAymvbWzxQSuvm4A6KoxiaJWSKutjID9/ra5daLEna/fTX+SEL+ce8R8FEwTR+8xBd+9/QXr/pTyfSKtTypgJ4qXJ4qgXZGEq/V65SbnJQKt1ch5iSGZpom8cp+MPPYwqr8IIe6I9Zj6XQfKJV298CvnSogKkyiEENJ8hJ3okGs56iENqnaiJOIGMvnKSRQ/xvN+C+cqIfvPXXba3vjUqXvBMAx84XWL8J3bXsAh8yfijuc2Y+tAxnrOL71hMd5x2FwAduyrWTxRYkY4xeOkdnwnUQ444AAYhgHDMLSyXR0dHfj+978f6uBI4/DH5Wsdk6KfCbJaVG8QdbMq+ymEgU6LX+5EEUkEeVMtAnmyHwqgr6pevXXQ8/lFAE687mTcwPjONmzpT+O0GiuOVTkwz06USnJewli+YGf9CamGtkQM73/NbqXbdsC7tyOwTRdpcgLLeWUrJ1HUzpBa9zVtLr4ttch5AXYnimG6J6YTjiRKFU9DCPGNl7G8LENZycPJ8kRhEoUQQghpeUKX85IKp+qxlhBPafs/xgDkKyZR/BQ7p0OK5YnCXrF2E4WY5x21AO85cj5+99Aa3PHcZmwbSGt9LBNWoqg5OlHiMQMFSo81BL4jVqtXr4Zpmli4cCEefvhhTJkyxfpdW1sbpk6dinichsCtyMotA/jkn1c47osyY6vKeaVzzp91Buy1ICcWjtp9Eu5/aRvOOXyedZ+4KOo21R1JvZ+D34AgIHWilF5XPGbgTx84Ak+9ugtn1JhEaVMqpHXVlRnHxbEctZ0zX0P1NSEqcsB7XEfS40jSilhJFJ8LWOFX1ZVyX76oCeHajeX1i+xshbnTC0cniod/lrxxMtmJQkikWJ0omjVu33DWul2xE4XG8qRKTHCeJ4SQZiN0OS9pHVKPDsW4UkQr9kKVkiR+5L4y+dpiedf9dw1+cf/LGEgX94S6wl7DMDC5uw0AsG0wY8Xs5D2ilw9eI1L8HDTHWFsd30mUefOKQeWCRieYtDbbBso9cKJMogxnnDqJ6mZ1MB2OjqJAlri65pyD8ODKbThmLztJqF5EZFTZGDExB3l7bE8UW3Ny/uQuzJ/c5f8krud2XlTSHsbybobeIkBodaLkRYUlO1FI7ciLGSZRxh4iiaabm1RM08SuUiDT67OiJnhrT6LoEz2ijVxNVvvB4YniIf0jd6KELWVJCHGS8OhE2VVFEoXG8iQo5xw+D5//69M4crdJ9R4KIYQQn6hy1IWCWdMaQFZ9qY+xvNMvRCQqKqnR+IkR1qoq86m/POn42a2wd1J3CgCwbSCNqb3tpWPtuEPSivE1R3xb/hw8sXYnlswax3VmnahaO+WZZ57BmjVrykzmX//619c8KNJY6CamMEyl3CjvRHFObH99/NVQny8jtff1tidx8r7THb+vJokSBBEkE8byYRq2q1WQunbFSubI4vXbnig0lifhISfvetuZRBlrBJHzGs7mrXnY67OizsM1e6IkyiuV1u8cxop1uwBUJ+clctCmaXoGXB2eKNTzIiRSuksdbgMa01M5ieJXzovecSQo5xw2D4tnjcM+03vrPRRCCCE+UQu28qaJGKpfAziM5euwlBBbm4yQzEq4x8Nk5CKUzrZ4WVwP8Fc4FwQ3iflJXaVOlIEMJpRuy0mUhIvnZaMix/Xe8MP78dnT98H7XrPQ9+Nf3TmMX/3nZZxz+DzMmdgZxRDHDIGTKKtWrcKb3vQmPPnkkzAMw5KXENnXfI3tWaTx0EmVRNn2tn3QmZgLIo1VDdmcaFN0SSJYxvLl43DzRAmCmMBHLDmv8Do8VCNi3Xsp7nN7/QlFzktt6ySkFtiJMrZJlTxx/CyoRRAzETM8PVHUueyeF7bg3UfOr3qMOk+U0793rzWeauZCQ+pE8ZL+kSvboixeIISUd97KyEmUSvMVO1FItcRiBg6cO6HewyCEEBIANYySL5hI1uB0IAqnYkZ5l8toEFfk7JOiE6VCV7y8fupsS2iTKGF7kLgV9opOlP50ziqOkY91k2tuVNTX+ZN7VwVKovz47pX49QOv4L8vb8f1Fx0V9vDGFIGjtR/+8IexYMECbNq0CZ2dnXj66adxzz334OCDD8Zdd90VwRBJvdFJoUTZ9rZlIO342a9WfrUIXUbXJIrGWF7QoQTyEvFY4GoBy1g+k3f8HAaq/IvuIpGuYCyvduLkKOdFQkROPE7pTdVxJKQeBOlEEUHM3o6k54ZCTWY//WpfDSO052T5WiQHVKvxRBGjL5imp5yXjM6ngRASHmJa0fkPBepEMdmJQgghhIwVyjpRalyz56yO1vrEW2JK/EcE8CsayxfsPU1Hm37sYSct3PZhve0Jaw/36s5hAEB7wo7d2YXCzbG/SiWcccego/71A68AAB5dszOcAY1hAn8rH3jgAXzpS1/ClClTEIvFEIvFsGzZMlx55ZW49NJLoxgjqTO6jHOkxvJpRc4rK7QYo9mMZkqdKK5JBA9j+fZEeYlBUEkvnbF8WKjyL9pOlLx3EkVcmCw5L2Esz+AACYGNfSPW7XSNGqmk+QiSRNkxWAxijq/QsRSLGY7rxZffuLiGEdpzoOhadPt9EGKaTpRK3i26axAhJDzk76XKziHJE8WnnFc9zGAJIYQQMrqoxV21xsrsjtaaTlM1Yh8l9mciXlUpiZKT5EzHd7Rpjwm9E8UlJmUYBiZ1FQs0B0vFynIBtJBrbpZOlGpsA0g0BP5L5PN5dHd3AwAmT56MV18t+lPMmzcPzz//fLijIw2BbrKMMpgzklM9UYo/e8m31IJfTxCtJ4pmTEElvcqM5asIyLmh/pn6RrJlx2QrJZFizlZHuyKBEzmpnT8/ss663dtetU0XaVLaLNP2ylKgG/uKVUTTSuaAXsjzda26rwmNnJdMNd2DIrhqmqYVsK2UQGcjCiHRYnWiKPV9pmlifamKEXBPqArySuUmIYQQQloXdQlfayeK1aVep2IMkTQRex+RcKiYRMnbxc+7T+3WHhO2VL9XTGpKj1PlQo4nComyKIvDwySlxOoqKKuRCAkcBV28eDFWrFgBADjssMPw9a9/Hffffz++9KUvYeFC/5pspHlQJaGAaCcb4Q0iEHJTXaloAqyysbyOuEern74TJViyR0zgIxF0oqh/u388ubHsGBG8dEv+iOx+XpHzokwFCYMLli2wbp931AKPI0krkkr670R5dWexa2nG+MpJFJnejtquHW0VNHOr60Qp/m+aztZ3Qkj9MKDvRNkxlHX4oGzsG9FKfgm8fI4IIYQQ0lqELedVb281kTQRax+hQKKLC8oI+ftEPIbPnrEPjlg4CbPGdziOyfiUz/ru7S/g2ofXVB6rR8HK7AnO5+6QjGoSTeaJohY8D2dyWLVloE6jGdsE3vlffvnlKJTkfL785S/jlVdewdFHH41//OMfuPrqq0MfIKk/qiQUEK124LAi6ZOJOImSreQJIuS8fBjLA+VZ4kqINs1nNxR1+8NMThwwZ1zFYzIVXn9CMVoVFxpWWJIw+J9T9sJVZy7BQ585ARO69G2/pHVJxZ2LdC+2D2YAlFcVVaKn3Vv+qxJiDrz2v2sBlF8Tq/JEsWSDTCZRCGkQ5OSmTF/JD0X+jr602X3jWu/gByGEEEJGj7CTKH79EqNCFJAJRRi/niiW7HvcwOTuFP7w/sPx2v1mOI7J+tjzPbexD9+9/UVcdv2TFY/18o1RkyjtjiRKKcbVJJ4oaqxuMJPH8d+6G4+v3Rn4XPe+uCWkUY1NAu/8TznlFJx55pkAgIULF+KZZ57B1q1bsXnzZhx//PGhD5DUH62cV4SdKGmlE0U81+TuaAKs6by3jJansXyydk8UMZlvKwUIw0xOHLPnVPzPyXvi62/Zz/UYK4lSoRNFXGAsmQoay5MQaE/G8fZD5/qSaCKtR3dJwk32G3BjYCQHAOgNmBTpqlEKUn78SDZfdv3rqOL8Yk/kMJZn1TohdcXNWF5IoU6VErib+9Ou58kX2LFLCCGEjBXUy72u+DYIojmi3nJeVieK4pHrhpA7leNE6mP8dH70Dees2/KaTNcF7NWJoko6O+W83Aulm4m/PfGq5+/XbBvCu372kOO+9//6kSiH1PKEEgWdOHFimZkSaR10bXt5n5ONaZq46YlXPSv2VFQ5L8E4yUx43qTaNO5l/Hai6C4a7bokSsCq5EPmT3T8HGZyIh4zcPHxe+CIhZMA6JM+oqXSNYmkeMLkqPVNCAmJOROKc/ma7UMVj+1PFwOZPT68cz57+j7W7VrXJ289eI51e+tA2kp6CHqq6JI0pOvKQLq4UWBempD6EpM6xGT6SwncnvYEjt5jMgBgw64R1/OIdTON5QkhhJDWR73e1xqXr3dHq5DzEsshESfSKdTIZEUnSsIet/oQP0kU+WXLagU65QIvTxSvTpS2hH81hEbA7b0f3+FdXPiab9yJe1/c6rhv2CXeSvzhe+d//vnn+zru5z//edWDIY2J7iLgt+3t1mc24dI/PAYAePmqM3w9ZiRbWXf+lW2VA25+yQZMIsjoKpCDdqJMVCSMoqhcFAkPXaa9kpxX0mrfLB6XlQzDCCGkFuZOCpBEKQUyu30kLd73moWYNaEjlA6n9mQcM8a1Y8OuEWwbyGB8p3PO9pPUURHT58vStYxyXoTUGRc5L5Ho7EolrE64wXQObtBYnhBCCBk7qIVQtXY31LtLXe3uSHjEw2REjDApvSFqYYofTxQ5MTKYzlnJj6FMefDfKyY1Y5wziSLvtUSBtpBsbXTc3vrxVcih7z29p8bRjG187/x/+ctfYt68eVi6dKmnmSJpPWoxlq9Go28kp8+MTu4OpoPvl0rG6raxfPnFUOd/4tVSqENNXkSx6RYJomzehGmajsrsTN7WrtQRjzk9UXIVkk6EEOIX0Wa9fTCDwXTO0/vKrgb3J+d1+pIZlQ/yyeTuFDbsGsHWgTTmT+py/K4azxVddwzlvAipL3YnCnDNXStx30tb8LN3H+JY9wgpiMFM5SQKO1EIIYSQ1keNi4RlLF8/TxTn67E6USrEgXMa71y188RPJ4ocb77piVdx3lELAABDmrWXV0xqr2nuyQKRRNnZJEmUWj9TMgfPnxDaucYivpMoF154Ia699lqsWrUK559/Ps455xxMnDix8gNJ06M1lveZXa9m2neT8zp532m44bH1OHavKfjr407tv3zBrPoiI7Qb3ZMIwTpRgspxqRepKLxG5GqAbN5Em9RiKeTMdAmh4nicnii5Ol/UCSGtQ08qAcMoVn4PZryTKKIa3E8nStgIT66tA+mywoJaOlEc93FOJaSuWMbyMPG1W54DAPz2wVcwpeSFkowb1hw1lHaXQqAnCiGEEDJ2UOM5tfoHW7KgdapZVRMTSZ/G8lmNd66aNMn4kM+SvYinSH50ujihVwGy195qXGcxibJrOItCwWz4fZhbAisbQI7snYfNxe8eWlPWcU2C4ftr+aMf/QgbNmzApz71Kfztb3/DnDlzcNZZZ+Ff//oXO1NaHK2xvE85r6CYpmnJealmwNN72/HI5SfiO2cdUPY4PxltNyztRpcstqgk1D1He0KTRAnYSaImL6LoRJG7XdTXkavw+kWyJG95onh3rhBCiF8Mw7DmwLSLlKOgf8S/J0rYiE7IrQOZsiKCajpRdBXqbp0oDb6mJ6RlMEqlP/K2ZuOuEWvNG4/FrOIZuRMlrXRQ17uClBBCCCGjRzIRbieKKGKum7G8Kufl01g+p1E4URNKfuJ2Z/3vA9ZtWY1GJ+eVrDLT1NVW3E+aZnP4orgmUSq8nyIO+JU3LbZkrkNsahmTBPrEpVIpnH322bjtttvwzDPPYN9998VFF12EefPmYWDAv3E4aS70xvLhf/NufGw9PvfXp6yfO5Vq40QshkQ8ps0S15JEEZtjt+RFIuaeee/UdaIElLkqk/OKYNMtP4ea/a9kLK/6qVjvF12QCSEhkColoystYAckc+fRZpKVREmX+YRVMx7dnsgt4ErpREJGB/EVlDeqj6/daRePxAyrwGe4tJG//6Wt2Pfz/8LP71ttPYbG8oQQQsjYQe1EqTVWVm/lj3I5L5+dKFZczX68WnydCRi3k+N8Wk+UCoW9bm+hV3ysEVHf+7ceNBuAdxw0my9Yr+2MJTPsjms2QdRE1TtzwzBgGAZM00ShRuMk0tjovmRZnxeGIPvHj1z3OH774BrrZ1WyJS5NkO85cr5zPDV0xtgXKZdOlJjoRNEkUTSyMmoS5OLjdvd8fjWJEtSY3g/xmGGNSw1UihZAtYJCIJIlBbNYFSGCCaywJISEgdWJ4uKHBRQXjoOlhXN95bzKO1GqSXJoO1GYRCGkvhjlnSjD2bwjmNFZqlwU89EHf/sIcgUTX/r7M9ZjRAUpjeUJIYSQ1keN39Qq51WodxIloSZRSp0oFYLvIqAvx8NO2Geq85hcsPdGTsIMV5FEcYutJWKGlVTw2oM2Cupbn0oWX9f6nSPoG8lqY7aDabtruiuVsDw5K3nbEG8C7czT6TT+8Ic/4KSTTsJee+2FJ598Ej/4wQ+wZs0adHd3RzVGUmd014C8FET64/K1OOyrt+Op9btCe85EzCiTuepI2l0fl522N358zkHWz7VMfHmpwtBtLIDeB0bbiSKdZ0JnEh8/eU/P51clwdwM7mtFvJ9qpj1X4fXLF+9cwaSxPCEkVNpc5iYZWTrHyzclKiZ2FZMof3viVTy8ervjd/MmdQY+X7BOFAZiCRkNdJ0oO4eyjnVPV6q4ZhsqbUz7RspNTkXwhJ0ohBBCSOujxkVqDVLXu6NV9f21jOUr1M6LuJKcuHj9/jPxm/ceinMOnwugsoLM5v4Rx8/y8cM6T5QK6ihusTXDMKxxNqKc16evfxKnfvceywdGTWBt6U8DAP7w8Brsd8WtuOKmp8vO0V9ao7YnY0jGYzh43gRccvzuOH7vaRGPvrXxHQW96KKLMGPGDHzta1/Da1/7Wqxbtw5/+tOfcPrppyNGWZ+WRncRkLsyPvnnFdjUl8al1z4W2nOmErGyi4acRGlPxnHq4ukY11HUopezrEGp1C5peYJoOlHkMQnkbPjUnnYr4+uGyCILouhEkc+rJpwqyXk5NS0L1vvFCktCSBj4SaLIv1MT7KOBnLj52B+fsG7f+8njHFq9ftFtitw2SkElIgkh1RGzKvTs+wbSOWsD7+xEcV930lieEEIIGTuUdaLU6B9cb2+1zqQ+iaIrKpax5LykcRuGgaP3mILpJT+OSkmU5zb0a88JlMt5GUbl92hCqRBOh0iwBJUYGw3+8PAaPLexH7c+swlAuZzXMxv6HD//6oFXys4xUIqRdqeKMdPDFk7Cx0/eC6cunh7FkMcMvss5f/zjH2Pu3LlYsGAB7r77btx9993a466//vrQBkcaA30nSvmdA5pqPGHSGZS2RMwxIRpGMYOq0p1KYNdw1sqyVkMlTxQxjqzvThR7nH4ufKmE/iIVNsXnyQaW85Jfg2z8zOAAISQM/CxgbWNno2JiOgp0EmITOpOYMzF4FwoQTM6LHdeEjA72N9D+0uXyBTspEjesdZ9Ol1sgjtd5+BFCCCGktRCFvYKajeXNOidR2pz7nra4XWRimqbrXiyn8USxzpHwl7BQ3zs5cTOsFLD4MZX/2pv3wwW/Wo7Lz9in7HepZBwYyTliXI2GKCQU+8Ge9gQ+ccpe+PFdKys+dsdQBgAwrmP0VRxaGd/v5rnnnluXwAWpPzp9PZ3OY5he82oSpSMZ137+hKFvTUkUq2LQXS8R0FcU6GRl5OSCn26NeMxAMm5YWfboO1Fc5Lxcxiq/LyNSFwurowkhYeAmNSij09gdTXRzfS0bG930GXdZYy2a2Yt7XthiSYoRQqJBJD3kDXyuYErrRKkTxaMDOsdOFEIIIWTM0K7Ebyp5h1RC5BkaTc4LKMb83EJcXnElcY5KXsZqp4q8P1QLWPzE2g5fOAkrvnCytrClO5XAlv601bHRiGRyBeTyBazfOQwAuPb9h2PfmeNw9R0vVXzszqEsAHAPGTK+kyi//OUvIxwGaWR0mfScJoMcpkGRmkTRdXwAQG97MetfSxIlX8EoXRjO6xJHatUB4JzM/QbZUok4svnia4gqieJm3pytIOclv4QRdqIQQkLGj5yXmH/r5cUkEvYytSVRyl+HWzHVVWcuwf/dswrvOXJ+1c9HCPHPH5evs27LXnCJeMxaj+rMTQUiABDVeo4QQgghjYNaXPqTe1bhmD2nVH2+ust5qUkUaT2TKxQQj+ljc9//dzGwv20gU/Y7sYfLVPAyVmNu8s/bh5zn9RuPcusMntCZxGoA2wfTvs5TD7L5AlZI3tMi/unHE1oU/KidRaQ2uLonFfEr51WpbbEQoFWlLe5MorRrvEcAuRMl6/vcKjmNdqOM2/0Tu9q045Ivon5aDAGnxn8qoiBht0vXjghcugUnDcOwqgnkoAGN5QkhYeCnvVsk7uvlxaRLolQyMvRC13XitlGaOb4DV7x+X8yf3FX18xFCKqOr+MwXTKuyMhEzbGN5jbmpQCRRuE4ihBBCxh73vbS1pu4GS86rTp0oalJIjod52aIIs/OHVm8v+12bz04UNTkgF2//792rPMcZlO5SQmIg7XzOdTuGcMtTG7SKPKOB/JpzBRNb++0kz+wJHQCAqT2VPTmFKb1bQTqpDq7uSUX0xvL+OlHkeV/XyeFGWyLuuGi4ffFFYqCWi5RtlF7ZE0TGT9LFfyeK/dxRVS4K8+OtA85Mu73Zdx+reB3DpYk4HjPqVhlBCGktxKJalRqUsY0K67NsEVU/MrUMRffYerXsE0KKuH0F5fmno1TNN5T2SqKU5FmZRCGEEELGJLUU+dreamGNJhhq8kCO41UrVZZMlHyGK3iiqAmNDbtGcPcLW7QJjVqTHN2lwhhVonXZ1+7Ehb99FH9bsaGm81eLvCfO5QvWz4ctmGhZHHzzrftXPI+QP1Pl2UhtcHVPKiImp/mTOvH/3rAvAH3Xia7TRN6P5rzS1gptiZij4njGuA7tcaI6uK8mOa/qOlHcAl5ykM9v1bTc0RJ1EmXt9mHH/aL6WzW4lxG/6ystBrwSLoQQEgR/cl6Vk71R0p6M4xOn7OW4r5aEju6xlEgkpL64fQWF7GsibqCztF7L5AtaaVugcocvIYQQQlqbWszl620sr+7J5CRD3qWTRFYs+cV5h5T93pbz8o4JDikJjR/dtRLv/vnDuOmJV8uOreU9BoCuNu+C7AdWbqvp/NUiv0e5golXtg0CcMYJF07u9nwcYCdR2IkSLlzdk4qIuWmPaT1YMns8AH0bXqU5LEgnSioecyQppvXq29W6rIrAWjpRvD1RAneoVOGJIk+IUW26F5akYF7d6UyipLMiieL+vMKMaktfsYuFgQFCSFi0lZK03sbyomOwfomGDx23O47eY7L1cy0bG13+hd19hNQXt+IY4QcXjxmOaj5V0utLf3sGgC1FUc/5ihBCCCH1o5YmCasTpU5d6mqsT5aDdyuM7k/bnTfHavxgbGN57yTKoIvn3L+e3lh2X61qWyK5MOIi0VovOS+5E2X7YAbfvPUFAM4YnG4vqXbUCBWZDhdrBFIdjISSiohMeMywK2W1nii6SUaa+N2y1jraEjFHVW5XSm+GJDazwx7a1JXIWcbqbsby+vvdrmnyuP1WFqdGoRNFdO0MZRRPlHzlJMr4zqKUzaa+EQCUqCCEhIeYT/x4ovj1mYoKeTNTi06xrhPFoJwXIQ2JkOSIGwZSiZjVsaKay//8/tUAgD88vBYA8MyrfaM3SEIIIYQ0DLV0SeQqKKVEjZro6B/JWWsft8JoUZjbnoxp9zR+PVHURIAgk/MZfwxAu4gluiRuau10qQbTNLFzOGP9/PLWQeu2bJ+g20uqHTWiQDGq+OJYhe8mqUhByoSLqjrd5KmT85Kzt1kPOS/1sW2JGGJyEqVNn0TprDDx+UG8lrhLcC64nJecRPH3FWuXPVEiSlCIRNSgpDOZyxesi4PX5Dqxs9iJcu9LWwGwupIQEh7+5Lzq34kCVOd5paNelU2EEHfc1nWiKjIeM2AYBjpFF3Qm7xng2LBrJPxBEkIIIaThePshcxw/6/yC/VKw4lN1kvNSkihn7DfdUmdx6yQRXbjtLl0PYr9XqRNFLfj1otbtVHvCuyC7DjkUfO6vT+HU795r/XzHc5ut2/Lr1XaiKO+d2G/WUvhHymEShVRETB4xw7C8MXQtb7oLhZy99crkqo9ti8ecxvIp/WTcIW1kq6WSJ4rbxcvtmibLf8V9BvxGoxOlq/Qeyhcm+QLp5Yki/j6ilZNyXoSQsEj5SKKIBXe9jOUF8ZCSKOM72zB3YmcYQyKEhITbHlOsm8R3XnRBD6ZznlK1Fxy9INwBEkIIIaQhufLMJY6fa0mi5E27iLkeyAotf79kGY7bayqSpTVQzqWTZKSCRLxfTxRhLK/G5nrby4uqa3mPAXs9J8Ye9vmr4bcPrnH8PK4jad2Wx6NLjKhdPOJzRLWDcGEklFTEkvOKGVbnhy5DrNtHyi12bhOuehxQTCTICQjXTpRS8mFjX/XVfpUqnN0SBq6dKHG5E8XfhNUjyZV5yWrVQqfGOCstXTC8kjenL5kBALapFZMohJCQEHOemx4tUFl2cbQIK4kSjxm4/WPH4PtnLw1jWISQEHBb1w1JnSgA0FVaC+8azmqPnzepmCCdPaEj7CESQgghpAFRA9W1dDHUuxPltMUzcOxeU3D5Gftg8axxMAzDKhR280Sp1Iki9nDpXMFzzye8joUnr0Bn/l5rikN4hbiNpx5JFBV5rSkPR/fZGEg7X4eol6bvZrgwEkoqYnei2MHzglns4JC7S3TfTdkHxasTRZ2f2hLOThS3xIKQqHp87U68tLnf83W4kbMqnAN2orgZy1cRZJvSk7JuR9Xl0aXp2slIr91rrJNL4xOPZScKISQsRILXzUgQsBfsiTrPPfFY8CS5G6r3FyGkvrh9HYeVJIqYs3YMZbTHi824V4cvIYQQQlqXWvw0LGP5Ou0T2pNx/PK8Q3HB0Qut+0QSxM3TRHRztLusfUT8aP3OYRzy5dux2aUIWkhSTettd9y/c6iYTJjcbSdXapVHbk96F/LVQ87LCzmpo+suGRhxJprqnYxrVRgJJRUxpXZCuVshkys42vF0X05Z5sAtaw2UX2Q62+KO4NLDL2/XPq5Lkvn6/UNrXc/vRfWeKPrzyXIzfgNkopUQiE7OS0iiDWo6USo955TulOPnZIITMSEkHFLJyhq5YsFe76SD/Pz12tgQQqLBTe7guY3FIh1R3CO6sncMlidRsvmClXRxq8YkhBBCSGtTm5xX8f9G8rIQMS43dRnRiSL2dSpyvKk/ncP1j613/H7bQBpvueY/eHBVMe43rdcZf9peKlyRC1RqTXKIdZq7J0pjZVEqjcdNzqtesnCtCpMopCIFS0vP2YGgJlHkL+fLWwfxxb89jfU7h637vHSj1Qmhsy3hCFC9Zo8p2sd1SjJf1SYf8hXkvNw9UfT3y5tmt8SMSofsiTIKnSgiMZbJi2pJ7+ec1O1sp2QnCiEkLERiwiuJIpLw9Z57YiF2ogDAXtN7aj4HISQcKlXqWZ0oKdGJUqyKlB82lMlbXbtdLn5+hBBCCGk9jtnTjll51A9XpBE7CESsLOvywvx2oghkrw8A+P6/X8LyV3ZYP88c75RE3V4qXJGTNLV2onRUSKL4Pb9pmlizbajm8VTCLZwq4qCq5Jn9OYp0WGMOvdEEIRIirhUzDIcefSZfgOmiRPiOnzyIV3c5W/S8PFHUubg7FccWSZ3r2L30SRR5g1ptEiVbQc4rqCdKp9RV4le/v2MUjOVFJ0quYCKTLyCViFsXu0rPqV7k6h3IJIS0DmL+8dWJUmdPlGrkGr1YOKUbf/zAEQ5JR0JIfahU8al6oogNfVcqgaFMHvmCib7hrFU01JXiNosQQggZK3zv7QfggC/dBqC5jeV1iPiPHNMbyeaRSsRgGIYtZerSiaLGxdT4kuozN2OcPokiJ2lqTVm0J72N5f1Ksn31H8/iJ/euxhWvW4T3HLWgxlG5oyZp/nHp0RhI53DDY+vwh4fXlnWiFBrwc9QKMBJKKmJ/+YpSByLglck7O1HyBRMj2Tx+8+ArZQkUIFgnimk6J1JZ7krG2cFR3eSQr5Dpd/dE0Z9PTqL4DbK1j4acl/ReDZZMp9Klv18l3e6OZBzy3Ftvc2dCSOsgFuWZnPs1ImfJedXbEyUm3Q5nHjx0wUQsmNwVyrkIIdVTSaJP/F6sSXeWpCXak3FrPbplIG0d39XGJAohhBAyVhjf2YY5E4vB/3wtSZQG7CAQhWTCT3jFup1Y9Plb8O3bXgBQOa6kqq2oSy41zj9zvNMTRdCejGHmuOLv5k+qbf8k1nO1eqL85N7VAIAv/f2ZmsZTCXU8i2b24tAFE6315kBGlfMq/s8kSrg00NeSNCoi4ykCRm1WwMuZRMkVTHz39hfxuRuf0p4n7+WJolxk0rkCbn92k/Wzm8SVXL3bUeVmVSR33Lor3DpUDOjv75YqD317ooyCnJdsyHzvi1sAwPr7VUrcGIbhCAawE4UQEhZiPvEn59U4nSj19mchhIRLpe90wupEccp5pRIxq5rxa/98zjq+kWQ4CCGEEBI9ImBdi7RTY8p5lfZrpbH9cflaFMyiDFcmV6jYidLT7uw8UQ3q1UC/2okiaE/G8bnXLsKh8yfiZ+8+OPgLkRAxuCEl+SDw8zeUEzATOts8jgzO/nPGO36e0JnUHhcv7Y//tHyd4/5G/By1AoyEkoqIjKcw3JSlVzJK0EtOfKh4ynkpE1QibuDrb9mv9LzuZp+dbQkcvnBi8RxVOktV7ERxCdq5zUWzJ3Taj63GEyWiThSZPzy8BoBkAObjOZ0yZZw6CCHhIBIjOY9Euy3nVe9OlHDlvAghjUOlThTVWH7djqHS/8OY1FXcOD+0enuEIySEEEJIIyPWCh61YRVpTDkvZyfKxC67mHnPy/+JraVOXDmuJdOuJFfUfZ+aIFCN5e3zxHHakhn444VHYOGU7gCvwH1Mm/rSeGLtzrLf+wkvbum3O5DP2G+G63Ebd41gc1+5Wo8XsxVfmC++YbH2uNVbBgHYkmcCEeestL4lwWAklFRElvMCnJ0oaUU/MOdZSezPE+WAOePxzsPm4ayD5+Cxz52EVV893XN88yYW2/jUhI5fcpU8UVwSIW6Jne52u2PD73zV0WY/R5RJlIUlyZij9yh6zPjtRAGc2t5RdcsQQsYeVieKp5xXqROlzotAJlEIaV10niiHLZho3Rab0M5SJ8rK0qYVAH2NCCGEEGKtFWryRGnADgIRKxOFbaqCwD+e3AigPFkiUGNnaieK+vtuF1+5nvbwpFJlJZsr/vZ02e/9eKJcdYvdgeyW9BrJ5nH4lXfg0K/e4am8oNKuJKRmjdd355yy73Tt/SIZV8nzjwSDkVBSkYKipScC7ulceSeKOhnK+PFEaYvHcOOHjrI2oxO62lyTFQLRMph20TKsRK5KTxS3YckdG34nSVnn3y17HwbH7jUVADBQMp2ytSuDdaK8sn3Q40hCCPGP5YniIwnfWMbyXEIR0kro6kNmTbA3rJacVypeOr74825TuphEIYQQQohVRFutSgog7XsaaK8h1ABEB8mQYmK+emsxPtRewWtXoKrUyJJae0ztdhQmy4SZRJncbctvDYyUS3r5SYTdvGKDddtNVUH2elbN35/d0Idbn96ofZxYb1biwHkTAJQnnkylGJ6EAx0PSUXEBUAkUUQrXzZfKMvOegXBPD1RSuepJkkquiLSVXai5Kv2RNEjJyTSOX9jkt/FjrbokijiYtQ/UpzI7U6Uys8pe6I8tb4vgtERQsYiCema4obQm1UrckYbRycKF6SEtBS6xOjUHtvYVDWWF+vHmeM7MJVJFEIIIWTMI2JmNeRQpPhU42w2bDmv4tgGM/oCZr+xLHXfN1Q63+lLpuOK1+/ralCveqvUgvwch0qdx4KgzURu9gVyh4paWH7a9+4FANz4oaNwgOKB0unT81kUYY8oReWU84qGxkltkoZFZGDFd18E3FVjecCpCaji1aUiJqhqWhZFZ4w6Fr+ICdztuWMxQ5vccWvXkztn/I5J7vKIUiqrt5REEZn2QJ0oUiZ88azeCEZHCBmLiDnPyzdruLSwjjLJ7Ic4O1EIaVl0yy9Zk1vIIXQpm9p4zEBvh3NT/8N3HBj+AAkhhBDS0IgYUb4GOa9K8al6ILpiRBJAxLnec+R8x3F+C97UJIpIABy+cJJVwLJwSlfZ43pDTKIA9vh1yRk/cl4ybvFOUyqZdiuyfm5DeZGyHCN8/2sWuj6viIfmCqajA0oMh3Je4cIIAKlIQfnytUlVw347LQDvSagW8yyRQQ4yFt243DpO3H63/JUdFc/td0xL54zHiftMxSXH715RvqwWRItffymJkglgLC8HDc46eE4EoyOEjEUsTxSPTpRh0Ynis0U8KuTNjNc1gxDSfOjWoNN67U6UuOWJ4pyHEjEDr1XMRE9drNenJoQQQkjrEg/REyXRQD60qrG8GOP0ce2O4/zElYDyjgzRiSJL21//wSNx20df4zguTDkvwC7Q0xU/V/obqntXN+UdOQ6qyqAJdNYHnW1xfOkN+2L/2ePwAR9JFMCpDFRoQG+dVoByXqQilpZezOmJks0XkPGoHFbx44lSzfe71k6USp4oQDHzns072+NmKBcMr3NXIhGP4afvPsTXsbUwoauo+7hh1wgAO8njx1heDhrUO5BJCGkdxKLcSw5SLFL9zFVRIidOVm+jNxQhrYRuHejoRFGM5eX7503qKruPEEIIIWOLcD1RGmctITpRsgWnsbya1PCrGpBT9n19Jd8Q+XzjO9swvrMNiZhhvSdhJ1G8ivkq5cHue2mr4+esy99cTqIMpHNYvXUQcyd2OtaKwhMmHjOs49O5Ai44eiHOPWK+5zgcdgLZgtUNRDmvaGic1CZpWFQ5L9sE2AyUuFAnSsdz1PAFT0lG99XgJ0Oru4D95NyDK5670earfWcWZbie39SPQsH++7lpTsp0SUZVqSSnDkJIOPjpRBFSX/XWBh5I28n0g0omfoSQ1kAndzC5W06iFP/vVIw+xfrxl+cVi2E+c/reEY2QEEIIIY1MzOpEqf4cuQaU8xKm6VtL8v2ymsu/PmJ3i/gttlWlr7YOZAA4110COTGjyqfWSsqjILtSJ8p5v/iv42e3eKfcoPLTe1fjuG/ehU9fv8JxzM6hYhJJXov6TcQlJPuBtFT4XUuhOnGHkVBSEfHdtY3lSwEvjSeKF96dKMX/q9HrsztR9OZWlfAjJRaXAndLZo3Dvz9+DBbPGlfx3IkG08wXF6V8wcRgJhfME0W6eKl64IQQUi1JH54odsdgfefUNdvt7pOPnbRnHUdCCAkbXbBClpWIuXqiFOelY/eaipevOgPvf81uEY6SEEIIIY2K5YkSQidKvYvHZG5/djMA4Ht3vAjA7rpIxGKY2mMnPhI+x5yTMgumaWLrQDE5M0mTRJlYUlMBbI/fsGizCsTL45pBfW3c9rLya735yQ0AgD8uX+c4ZrAk8yWec2pPCu84bK6v5zUMw3od6awk51U6Fz1RwqWxIrykIbHawJROlGy+EChx4emJUhDdLtUnUaruRFGSRDrkTpTuVAILp3R7nvP0JUUt7POXza9qTFGRSsSsCbZvJGddLPwkUeTgglqFSQgh1eJHzkssPuu9mRAG94B9LSSEtAa6JEq7VEAiNqM6TxRCCCGEEBGwNmvwRBHB+HoXj3kh/D8ScQPdUmLDqyhORj6ubyRneaJM7y2XzH9l25B1uzsVbieKlzWAVx5Md7xb0bhbR4v8GRnK5PG921+04qI3X3q0NqHkhojxyWOgnFc01PVbec899+B1r3sdZs6cCcMwcOONNzp+PzAwgIsvvhizZ89GR0cH9tlnH1xzzTX1GewYxlQ6NdoStrG8V9BLxVPOq4ZWs1SishSMF/7kvOyvip88zw/OPhCPf/4k7DuzcrfKaGIYBno7ihe5vuEs0iWzZj8+AxtLPiqAsxqAEEJqwY+cl2j5rnd330i2uusMIaTx0W0y5U6UTE6fRPEqwiGEEELI2EEsCYJ2McjkG9ATZf/ZzriWvDeTC8tyLubqKrKcl4gzjetIVvRUkbtewiDp0YnilQjbOZQpu8/ttbslV+T34M7nN+M7t78gjSvY316sYeXCdXF6dqKES12jEYODg9h///3xgx/8QPv7j370o7jlllvw29/+Fs8++yw++tGP4pJLLsFf//rXUR7p2MZNzisdopyXmJ+q0X20WvCq7EQRFzivomJ5XH7moFjMwPjOxkw09LYXs/f9ATtRLjpudwDAlJ4U9prWE90ACSFjCjuJ4iHnlbernerJ+49ZCAA4bfH0uo6DEBI+uk2mHBgQaybZIw5orCAHIYQQQupHPAxPlEJj7Htk3vea4h7osAUTAdjBejV+t2iGexFxt7R+khMOIiExyUeh7oSQi3nVTpQV63Zav/Pam+4oeZjIuB3vpsgjvwfCE0YQNC6asD539nP5KRYnwamrscFpp52G0047zfX3DzzwAN797nfj2GOPBQC8//3vx//+7/9i+fLleMMb3jBKoyQFpRMlLmU5gyQuvOS81OcIQrLWJEqh8nPLmWADzT0J9ZTMuIqdKMX3zE8nyoLJXXj5qjMiHRshZOwh5td8wUShYGqrwXMNUpF13F5Tcc8njsPM8eWt5oSQ5qbSJlNsRlOJGAxDKgBqoCAHIYQQQuqHiCn5NQXXkcs3xr5HRnTmDpeUTESBm9jH3frR1+DVncNYMts9ifLjcw7COT97CIBTgWAwU/QDUYtUVKKQdZaTKA+u2oa3/9+D9rhKPiUq+YKJM390f9n9fozlZbI5989IUPUFsX+WZdIo5xUNjSuyB2DZsmW46aabsH79epimiTvvvBMvvPACTjnlFNfHpNNp9PX1Of6R2rA7UYr/i0q9vGkiHUTOy0cSpZpOM2vi86m/WPbcPpIoHZKJaLN3wwkzrr6RrPX3SyXocUIIqQ9yEtdNItLaTDSAD8ncSZ0NMQ5CSLhUSqLMmtABoCiNKpvLUyaBEEIIIYAdsHbzwfCDXTzWOPsNkUQZEUkUpcthz2k9OHavqZ7nWLbHZFx+xj4AgMG07TPZP1JMVnS7JFFev/9MAMCHT9ij2uG7IhvL/+vpjY7frdk+hLP/70Fs7h/B/MtuxqFfuR0A8MyrfRjMlHtD++k4kcl6SJ8F7ULSdqLUYJlA3KlrJ0olrr76arzvfe/D7NmzkUgkEIvF8NOf/hTLli1zfcyVV16JL37xi6M4ytZHZIlFpV3MMssK1v3h7YkCx7mDYGeP/Zvc657ba/Ps6ERp8s2ykPMK2olCCCFR0C55Doxk846fBZaxPFeBhJCIUNeBYrn3+wsOw8otAzhk/kTrdx1tcQyUKhQpk0AIIYQQwA5Ye6mwVKIR5byEV4kwgBcFbsmAhWVC8n6H5CkiEipunShff8t+OOfweTho3oRgg/aB7Pec1sQ2H1i1DV+86RkAwOb+NPpHskgm9H8XNzkvt4Ra33C5JJggaIGOiKPKhevieVnsEy4NHTm9+uqr8eCDD+Kmm27CI488gm9961u46KKLcPvtt7s+5tOf/jR27dpl/Vu7du0ojrj12NKfxk2PvwrAzgzHPOS8JnQmXc/l7YlSfZbU7kSpzRPFq81NTu40+xQkjOWDeqIQQkgUJOMxKwjpZtyuVjsRQkjYqIU84qcjd5+Mdx0x3/E72Vy+keQ2CCGEEFI/4lLBcbWIGFvQBEWUiCSK3YlSKrQOuAYSxvCrtw5a9wnZrK6UXh2lPRnHoQsmRrIPbIsXnzOTK1gFxir9kqzXYDrvkMySce04cTn++G/d7TquoBJcCUkeW0A5r2ho2E6U4eFhfOYzn8ENN9yAM84o+jDst99+ePzxx/HNb34TJ554ovZxqVQKqVRqNIfa0pz63XusQPuBc4uZXzGX5wumla1928FzYBjA+csW4OTv3KM913Mb+l2fp5ZOlGSpzdFtMvPCNO1EkFeGVt4gN3si1+pEGckiXboIshOFEFJPxCKvbySL6ePK/UaqrXYihBC/lHeieMi8Sh1z9EQhhBBCCGCvHfI1ZFEqyVvVA8sTJeOU8wrqU7JgchcAYHNf2rpPdLd0to3+65U9UdIuyjYvbLTjmHnTLCvePuvg2fjj8nWu8chslcXeQbAsFxydKKXfMYkSKg0bjchms8hms4gpOoDxeBwFD+04Ei7bBu02u4VTihOe+IIWpATEHtO6cdWb98PuU7pdz3WLojEoU4snSkxK6gTlr6UuG8C7C0bO3laT6Gkkei1j+ZyVBKMnCiGkEbj4949q7xeLz0ZqayeEtBZqR4nXujAlJ1GafF1ICCGEkHAQ9V61eKIIudDu9gZMomTzME3TShjEA/q2iI6WTL5gqdEMZYuvV+7yHS1EEiid08t5AcDGvhHrdqFgIisd99v3Hoa3HTIXgLvyzqgkUWIenShcp4ZKXb+VAwMDeOmll6yfV69ejccffxwTJ07E3Llzccwxx+ATn/gEOjo6MG/ePNx999349a9/jW9/+9t1HPXYpb0UaJflvMSEIDK4sZgBw9C3L4okjA7b9Cj4F1wYblVzofrbE1ISxWO37OhECfwsjUWPZCz/fCmr3ttAF2hCyNjlhU0DyOULZcbtlPMihESNug706kRplzp4KedFCCGEEMCOZxVq8EQRSZSeRupEKSU4CmYx4WD5tgRcA8kKKOlcAe3JuNXd0lWHJIoYTzZfwMBIrsLRxZij2Jd2tcWxbI/JWLFuJwB3D+hMrgZtN5/okig0lo+GunaiLF++HEuXLsXSpUsBAB/72MewdOlSfP7znwcAXHvttTjkkEPwzne+E4sWLcJVV12Fr3zlK7jwwgvrOewxi9hcxqUWRV1gyy2XMWdCp+u5zRrkvESszctzxQ1Z39CrkjDegnJe63cOY7gk5zXOw8uGEEKi5r+ftSU6N/eny34vFqVtlPMihESEug702nR2SBv9oFWYhBBCCGlNYppgdhBM07SC+Y3UidIudeCOZPPW6wuqEiDv5YQsljCW76iDnFdK8lfe6WH0LsgXbDmvhSUVHlHUnW2EThQpGFtgEWIk1PVbeeyxx1otXDqmT5+OX/ziF6M4IuIHcWEwTemL6SOzIAL2Ogo+zN1dx6PR//NLnzRRej23c+Jp7klIGMuvWLfLum/GuI56DYcQQjClJ4WutjgGM3nsGs5i5njnnJSlJwohJGLUXIjhsd5rT8hJlKhGRAghhJBmwupEqbL5oNjlUXxwI3miJOMxJOMGsnkTw9m8tTdLBCwkSUmdKMIaYLiOcl6ysXz/SOUkSsGEJeclpMB0pu4yGReZMB1zJnbgR+84yPfxArsTxX6ufA1qP8QdLvtJYOSkRT5A8iPtmUQR5w4+HkvOq4or1S4pieKVoZWTRM0+B4lOFJlxHexEIYTUlyk9KQB2C7uMqOBhEoUQEhVqIMDNYBRwbvTZiUIIIYQQABCNGdV6ovRLklJddejM8EJ0owxlpE6UgAE8wzCsbhThQSKM5Tvq4YmSKI4/kyto96AqBdMsK+4T74Fbx0mQTpQ3LZ2NJbPH+T5eYCdR7PvEbXaihAtX/SQwccnIPR92J0oVGYpYDXJechLFa26RJ55mn4N6lYTJflVM0oQQEjadpY2CVxKlLdHkEzAhpGFR17Jey8rp49qt2/REIYQQQgggd6JUl0SxTOVTiapUWqJEFJAMZ/K2J0pAOS9AktBSkij16UQpjiVXMLFzqHInyr+e2mgV2Ygkivg/l69dzqtaHxzLckHqRBGfQSZRwqWxUpukoXCTWotLFwbLy8RHOs4riWLWYHokJoWgF6p8wbQm7OJz+/REaXI5rx5FW3NqqfqbEELqiWhZ/9atz2NqTwr7zrQTvNW2jBNCiF+CTC8dkjZ4owU5CCGEEFIfYpqOgCBYfigNJOUlEGuf4WzeShhUszdrS8SAtCTnZRnLj/5rlo3u/fCt217AwfMmACiX88oVXIzlXZIrOqr1wdF1otBYPhoYjSCuZFxmftksS3Si+OkgGc7oz3fLUxvx4WsfB1Bs7wtKvErzrj8tX6s9j9dzAK0n5zWFSRRCSAPQlSouzJ9a34dLfv+Y43dikZ1KctlCCImGIJV68qabnSiEEEIIAeyAddVyXuliN0QjmcoLhGrAUCZvqcBU0+UgOlFGSkXWQ5li4qgecl5eSZSTFk2zbssxwOWv7ABgd6CI98BNGSdIJ0q1yTN7DJInSoBYLfFP430zScOQdjFAkjtR8gFaxIYzeo3BC3/7iHW7qk4UybzLNE3fiZhv/Ot57Xm0z9FCSZTOtjjiMcOaVKf0tFd4BCGERE+ntGhctXXQul0omFZSP5UY/cU1IWRsoG4yf3/BYa7Hyv5MlEkghBBCCCCppFTpLN/InShCbmtQkl6uZg3UXjrPSDaPlzb3Y+WWQcf5R5OkSydNT3sCPzn3YPzmwVcAAD++ayXW7xx2PraUgBHnMM1i4kK8J7uGs/jqzc9i3c4h3+OptRNFTt4Vakh0EXdY0klcybgkUWLWhUH6YmoyC5O7nR0OWR9tbNVkSeVJIUg3yrbBjONnr6d2JlGaexIyDAO90uTMThRCSCPQ7dLC/cp2e+GZCthyTQghfpE7Sj58wh44cvfJrscm2YlCCCGEEAVDKvCtBuGJokqwNwKiU0QkegB/3sgq7aWiuJFcAZff+JR1fz2SKLGYYclyyYi13bsOn4d3HT5PK/kq/FRkXxi56+Qb/3oO1y1fi/tf2lb2WLcYXNWeKKITRYq55mvwnSbuMBpBXHHrRBFfwrzUiSLrQX/9LfvhxH2m4kPH7eZ4XCZfcPVZUc8dBDnBUY25vMArOSJfHFphCpLN5emJQghpBLpcFo3/Xb3dus0kCiEkKuT1ZKX1aErqRKEnCiGEEEIAyeA7BGP5RkMkOfqlTpRq7Co7JIP65zf2S/fX5zXrir37RpwqOrpkkeWJIr0Jv7j/ZatTZ7WkrAAAs8Z3AACO3WsKulwSRtV2oiS0nSilsXOdGiqMRhBX0pIR/OlLplu3xb6xUDC1nShnHTwHP333IZjY1VZ2TjefFUE1SVJ5UqhWe/LCY3bz/L2cXW72ThTAWdnAThRCSCMgPFFUZB+URJzLFkJINMjru0pLvWTCPoCdKIQQQggBbHn6SsXDbvQ3tJxXcUyOTpQq1kDCoH4km3cUbk/SxA/rhapwoyuYSWo6Ub52y3P48s3PaM95+pLp+N0Fh+F7b1+K9qRLEqVmTxR2okQNoxHEFXlC+97bl1q3dZ0ouslzXEey7D43iTD13EGoVs5rem/RC+Rdh8/DZaft7XtcrTAFyb4CU7qZRCGE1J9Ol+ojsZmQzf0IISRKKq312uL2OooVfoQQQggB7GB7kLiUjNWJ0oByXqITZSCdte6rJn7XP1J8/Kqtg5jUXUyc7D97nGtiIWo+ccpeFY8ZSufL7rOSKMo68I5nNwNAmYxXWyKGo3afjHEdSaSk1yrLifWkymOofhDdMPLnrmCpBlV1SuIC307iikh4zBrfoTXQzBdMiMYSXWb26D2m4ORF0xyyXpV8Uar5gstdMEEuVqIr5l1HzKt4bMIh8RBgcA3Kyi0D1m12ohBCGoFupRNFVHCJJEojagMTQsYm8oaXSRRCCCGEAHZSoVqVeZFg6GmvLpgeJZacV42dKE+s2wUA+PuKV62ulm++df8QRlgdHzpud7x81Rl49HMnWfddesIejmM29o2UPa6tJDNtGIYjXuiWV4pLwc52SaJaTkS5KTNUQvVEMU0TohmqGt8a4g6TKMQV0YmiatCLL6hpehvLx2MG/u/cg/GJU/a2HqN2oqhtjqPZiSLkyvxo7MtJolbQvl44ucu6Xa+MPyGEyJy+ZIbj51/952UA9maitwE3E4SQ1qTSWo/G8oQQQghRiWu8KYLQN1xMKvQ2YPGY8CyRPVGqCdCftrhoFTBnQqctX9YAr1deziV9rO3cCmqMUj+zegp5vSjH4OT7q5WuTigdUHJclMU+4cIkCnElnSsmGdqUJIPQjM4XZGN573O1lSYDNYmimtdX4zdiGIY1QQUx8LKTRJWTCM5OlOafhHR+NYQQUk8mdafwn8uOt36+4m9FPdm1O4YBANNKEoyEEFJvUo4ObW6nCCGEECJ1olTZitLIxWOWnNeIbCwfPDZ24NwJAIreKMLDoxE6b+TXkvRRaC0bysvKPSJcqH4EZO+Udsnz89AFE4MOtQzVE0WOi7ZCEXgjUf90H2lYRrLFJIPaqRCXPFG8OlFk2hIxDGfzyOSdWoIjWefP1X6/4zEDhbzpuxMlly9YE0zgTpQWmINOXTwDtz+7uSErHAghY5eZ4zscP5umieUvbwcA7Dmtux5DIoSMQSoby8tJlIgHQwghhJCmoJriXplGljG2PVGKY6y2w6GjdJ7N/UWJLMMAutrqr44iF0snfSzu5GLzjra49b7EDAPbBtJlx7t1ohw8fyLedshczJ7QUfYYv4gETb5QjOEWpFp1ynmFS+N9M0nDIDpRyuW8iv8XCt7G8jJiElI7T9Sfq+3yKD7OfxJF+KEAQCrpJ8vcWtrXb1o6CzEDWLb75HoPhRBCHOw+tRsvbS76Nu0YymLDruIC+5AQqnQIIcQPRgVr+TZ2ohBCCCFEQZa+rwY7iVL/zgyVjqSzE6Xa4Lw4z6a+YqKhO5WoSpEmbOKOJEowOa8t/c6kyRFX/bv8/NJ6sUNKoqQSMZxakjirFhFHFYXispxcKyjpNBJc9RNX1pckVFJKJ0pM7kSx5Ly8v5giCVFw5kzKOlGCeJr4Ob8b6ax9YJuPLLM8oTbCBF8r8ZiBMw+cjamUxyGENBg/Ofdg6/aGXcXr0ITOZEO2tRNCWpOKnSjS2tGPbjYhhBBCWh9Z+r4adg5nAADjOhpv39OVKtbgWx0XVUaTRUeLSDw0yh5PXvslfLw4t26VdK5QZmNQPKe+E0WNt1ZDmSeKQ86r5tMTCb6dREuhYOLKfz4HANhYCmIJ4tIXVCQtKmWhrccoKfmhjDOJImRbghKzNAD9ZVFEB0wiZvgyb5Kzxpv7ylvzCCGEhMMsSdLrpsdfBQDk8lWWcxFCSBVUyou0OeS8mEQhhBBCiB0Xq8ZYfiSbt7ozpvWmQh1XGAgZrr6Sb0vVnSil8wh1mEaRLosF7kSx14LnHD7Xuj2UyekOd6wXO9ucnSi1IuKVVieKbCzfAkXgjURjfFpJw7F+p504eXnrkON34stfMG35rEobSJGDEMc/tmYHHl69vcy0fkSTsfWDPCY/uEmVuZ/fvn37s5uCDY4QQohv2hIxdLXFMZjJ43/vWQUA6E/rF6OEEBIFi2aM8/x9V8re/CZ8bLQJIYQQ0vqIsFg1SZSP//EJ6/ak7sZLonQmnZ4o1RqWd7Y5w9DdqcYIS8sxTTVOqUNWtFkw2fbuVAvFBXIniirnVStiLSqSJ3InFIt9wqUxPq2k4djYN2LdvurNSxy/i0ktiqKzpJLOnpyRN00Tb/rRf7TH1SrnlfP5eNGJ4rd1jnrXhBAyevS0JzHosgAlhJCouOGiI/HipgEs28PbM04OAOSrq/8hhBBCSIsRCygzL3Pzkxus240Y+BZrH5EfqnaMnYqJ/MSutprGFRbyy/Ej5yUX0UzorCxJJr9fskJPKlG7nFdciYeK8xtGa9gRNBJMohAtG0tGvntP78GZB852/C4uXRgKPjtRrC913sQDK7eFPVxHYscPwhOlmk4UQggh0dLdngD6gMndKWwdSOOzp+9T7yERQsYAS+dOwNK5Eyoe1yUFAER3MyGEEELGNrJ/cFDakzGMZAsNk1RQ6VCSH9XKRKmdJ1MbRLrMCCjnJfua+PF1kbtbbnriVeu23N1cLaonivj40VQ+fBgaJmVsHUjjP6VEx57Tesp+L18Y7E4U73PKclt9I+HLssQDZvyDy3nxq0IIIaOFWFzvKpkrtrfVvrgkhJCwkP30RGEOIYQQQsY2YnlQjZzXblOKklBfe/N+YQ4pNNQOkmrlvLqUJMrOoWzVY4qKpI84oRxLnNRdOfEle6jIBYJhJM3iike0ZbvAJErosBOFlHHCt+7GruHiRDZjXHvZ72VjefHlrDSByp0ipscF5YA546sZctmkUQlLzstn6xzlrgkhZPQQSZRsyVA+2YAt7YQQAgC7Te2ufBAhhBBCWh4R9ypUIVPfXyo29iMNVQ/UJEq1AXq18+I1e06pekxR0dVWOVQuxxIPmDMe8yd14uVtQ67Hy0mUY/eainmTOjGUyWPB5K7aBovyThQ7TlvzqYkCkyikDJFAAYBpvbokSvH/gmnacl6VPFFidveKarQ0a3wH/vmRo3HDo+tx2pLpVY25amP5pM9OFOp5EULIqKEurhtRF5gQMra563+OxZaBdCibX0IIIYQ0P1YSpQqr3/6RYhyut6Mxkyiq2Xq1+7MOxZd4YmfjyJe987C5WLdjGAfNc0q7JmJGmf9yuxRLNAwD33jr/njrjx9wPbfsoRKPGfjnh49GrmA6fPaqRSjn5EoFiCIuyk6U8GFkmDhQM+bTNZ0oOmN5v54ohYKJoYxTzmtydxt625N495HzMbWn/Pn8YHfH+Ds+sCeKNPl8/S2N2V5JCCGtglr9k2QimxDSYMyf3IVD5k+s9zAIIYQQ0iCIsFhQTxTTNK1OlJ72xqx1V/dj1XY5GIaBb751f+vncQ3UefOVNy3Br84/tCy+edvHjsH+imqOqmrTVmG/qv6+sy3hy0vFD2onSs6nYhAJDqMSxEFGyUIsmTWu7BhZzkuoZ1X6ctpyWyYGlU6UnhAmDpHkCCrnpWbT3UhIr293yjYQQkikdCqdKAlqKhJCCCGEEEIaGBH38pKw1zGSLViB7zDiY1GQUGJ+tXQ5zJ/Uad0e16CdNzILJnfhwtcsdNzXrqjaVIotRlkUKMdbf37fapzwrbsB0Fg+CphEIQ5EckEwZ2Jn2TFxw5bOyvtsE4tL2pBDaWcnShiZ9qDG8pmAnihykogtcYQQEi07Bp0GgwkKuhJCCCGEEEIaGMNwdgT4ZVBSa+lM+otRjTaGYTi6KWrpcpATCs2QRAGAhJIEUWOJqsrN4lm9mCcli5IRFgXKhe5f+vszZfeT8GBUgjgQXiFexLTG8j4fY+o6UcJLovhtm7Q8UaroRGE2lxBCouW2Zzc5fo5y0UkIIYQQQgghtWJ79QZ73HApRtaejDW0BJO8J6uluFj2fWmeJIrz9ar+ymonyvF7T8OkLtvvZXQ6UZxV5Yxdhg+TKMSB8AoB4GqUGY+VZ9f9dqLkCyb6hp0VxqHIeVljCibn5TeJIl/IOA8RQki0fPVNSxw/q5U/hBBCCCGEENJIiLCR6jVciaFSEiUMk/EoSUrxs1q6HBZM7sIFyxbgU6fujfYG7bxRUeXM2pVOFNXTs28463htUSZRVE8UAbfQ4dPY31Ay6sieKL94zyHaY0Q2M5uXkih+jeVNEzuGnEmUMDLPttm9v+PTAeW85AmTLXGEEBItbz5wFtK5PD57w1MAgCTnXUIIIYQQQkgDE5Ok74MwVJLz6mjwhIKcCKi1y+Hy1y6qdTijiiovrXaijO9MIpWIWbHGY/acgjXbh6zfj4acV05NorACPHSYlyIORCfKlJ4U5rt0oohYVlbKWPg2ls+b2DGUcfxuUneb7iGBcMu8upHOluS8kj47UaTJhy1xhBASLYZhYP/Z462fmbwmhBBCCCGENDJWcW9AOa8f3vkSgHKz8kZjS3/auj3W9mdqEkRVtTEMw6GyM3dSp+PvGWknSlwfDzUYuwwddqIQB368QsRkKSdRKsp5OTpRnEmUWeM7qhqrTMxnEmX9zmGs3jIYWM7L2YlS5SAJIYT4Rp6fKedFCCGEEEIIaWRE3MsM0IlimiZuf3YzAGDllsFIxhUFjezdEgWyNFdbIqZNUMhb1qk9qbLHREW81CWTy6tyXmPrbzQaMIlCHPhJLlQj5yXLbe1U5Lym9rRXNVYZkcRRjZRUjrrq3wCAvab1APAv5xV3eKJwIiKEkKiR52dVg5YQQgghhBBCGgkRKvKrkAIEN6FvFCJUp2pI5k7qtG5nXXwEhkveNgDQnUqM2n5WnHsgnXPczyRK+LC0kzjI+PAKEV9E2T+lksSVyMjmTdMxsQBF6bBaEe1rfrUnn9/UD8B/J4o8+VDOixBCoqfN0YnCeZcQQgghhBDSuMQDyswDwbpW6s15R823bo+1AH2vJNXl9icbydkxUsMwHIm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      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "queen_motif_index = queen_mp[:, 0].argmin()\n",
    "\n",
    "plt.xlabel('Subsequence')\n",
    "plt.ylabel('Matrix Profile')\n",
    "\n",
    "plt.scatter(queen_motif_index, \n",
    "               queen_mp[queen_motif_index, 0],\n",
    "               c='red',\n",
    "               s=100)\n",
    "\n",
    "plt.plot(queen_mp[:,0])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, to discover the global motif (i.e., the most conserved pattern), `queen_motif_index`, all we need to do is identify the index location of the lowest distance value in the `queen_mp` matrix profile (see red circle above)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The motif is located at index 904 of \"Under Pressure\"\n"
     ]
    }
   ],
   "source": [
    "queen_motif_index = queen_mp[:, 0].argmin()\n",
    "print(f'The motif is located at index {queen_motif_index} of \"Under Pressure\"')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In fact, the index location of its nearest neighbor in \"Ice Ice Baby\" is stored in `queen_mp[queen_motif_index, 1]`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The motif is located at index 288 of \"Ice Ice Baby\"\n"
     ]
    }
   ],
   "source": [
    "vanilla_ice_motif_index = queen_mp[queen_motif_index, 1]\n",
    "print(f'The motif is located at index {vanilla_ice_motif_index} of \"Ice Ice Baby\"')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{admonition} **Added after STUMPY version 1.12.0**\n",
    ":class: note\n",
    "\n",
    "In place of array slicing (i.e., `mp[:, 0]`, `mp[:, 1]`), the matrix profile distances can be accessed directly through the `P_` attribute and the matrix profile indices can be accessed through the `I_` attribute:\n",
    "\n",
    "```\n",
    "mp = stumpy.stump(T, m)\n",
    "print(mp.P_, mp.I_)  # print the matrix profile and the matrix profile indices \n",
    "```\n",
    "\n",
    "Additionally, the left and right matrix profile indices can also be accessed through the `left_I_` and `right_I_` attributes, respectively.\n",
    ":::"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overlaying The Best Matching Motif\n",
    "\n",
    "After identifying the motif and retrieving the index location from each song, let's overlay both of these subsequences and see how similar they are to each other: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "queen_z_norm_motif = core.z_norm(queen_df.iloc[queen_motif_index : queen_motif_index + m].values)\n",
    "vanilla_ice_z_norm_motif = core.z_norm(vanilla_ice_df.iloc[vanilla_ice_motif_index:vanilla_ice_motif_index+m].values)\n",
    "\n",
    "plt.plot(queen_z_norm_motif, label='Under Pressure')\n",
    "plt.plot(vanilla_ice_z_norm_motif, label='Ice Ice Baby')\n",
    "\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Frequency')\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{admonition} **Z-normalizing Your Subsequences Before Plotting**\n",
    ":class: note\n",
    "\n",
    "By default, `stumpy` z-normalizes **all** subsequences before comparing their matrix profile distances (i.e., `normalize=True`). Thus, before we visualize the matching subsequences, we must also z-normalize them first. Failure to do so would result in subsequences being plotted with non-normalized amplitudes. Subsequence z-normalization can be easily accomplished by using the `core.z_norm` helper function:\n",
    "\n",
    "```\n",
    "from stumpy import core\n",
    "\n",
    "core.z_norm(T[idx : idx + m])\n",
    "```\n",
    "\n",
    "However, this z-normalization step should be omitted whenever the `normalize` parameter has been set to `False` when computing matrix profile distances.\n",
    ":::"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wow, the resulting overlay shows really strong correlation between the two subsequences! Are you convinced?\n",
    "\n",
    "## Summary\n",
    "\n",
    "And that's it! In just a few lines of code, you learned how to compute a matrix profile for two time series using STUMPY and identified the top-most conserved behavior between them. While this tutorial has focused on audio data, there are many further applications such as detecting imminent mechanical issues in sensor data by comparing to known experimental or historical failure datasets or finding matching movements in commodities or stock prices, just to name a few.\n",
    "\n",
    "You can now import this package and use it in your own projects. Happy coding!\n",
    "\n",
    "## Resources\n",
    "\n",
    "[Matrix Profile I](https://www.cs.ucr.edu/~eamonn/PID4481997_extend_Matrix%20Profile_I.pdf)\n",
    "\n",
    "[STUMPY Documentation](https://stumpy.readthedocs.io/en/latest/)\n",
    "\n",
    "[STUMPY Matrix Profile Github Code Repository](https://github.com/TDAmeritrade/stumpy)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
